Namespace(batch_size=5120, checkpoint_dir=None, checkpoint_freq=0, cuda=True, data_scaler=60, device=device(type='cuda'), distributed_context=DistributedContext(is_distributed=False, rank=0, local_rank=0, world_size=1, mode='none'), distributed_port=18363, early_stopping_thr=0.99999, fp16=False, hidden=500, load_from_checkpoint=None, lr=0.001, max_len=3, n_attributes=2, n_epochs=2000, n_values=100, no_cuda=False, optimizer='adam', preemptable=False, random_seed=27, receiver='ModifReceiver', receiver_emb=30, sender='ModifSender', sender_emb=5, sender_entropy_coeff=0.5, stats_freq=0, tensorboard=False, tensorboard_dir='runs/', update_freq=1, validation_freq=1, vocab_size=100)
{"generalization hold out": {"acc": 0.0, "acc_or": 0.39540815353393555}, "uniform holdout": {"acc": 0.577551007270813, "acc_or": 0.7668367028236389}, "epoch": 1}
{"loss": 2.42055082321167, "acc": 0.6342928409576416, "acc_or": 0.7957842350006104, "sender_entropy": 0.5426395535469055, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 1}
{"generalization hold out": {"acc": 0.0, "acc_or": 0.4948979616165161}, "uniform holdout": {"acc": 0.8897958993911743, "acc_or": 0.9443877339363098}, "epoch": 2}
{"loss": 2.3453052043914795, "acc": 0.9182910323143005, "acc_or": 0.9588621854782104, "sender_entropy": 0.6879713535308838, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 2}
{"generalization hold out": {"acc": 0.17346937954425812, "acc_or": 0.5790815949440002}, "uniform holdout": {"acc": 0.9071428179740906, "acc_or": 0.9530611634254456}, "epoch": 3}
{"loss": 2.0189015865325928, "acc": 0.9433363676071167, "acc_or": 0.9715548753738403, "sender_entropy": 0.8038848042488098, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 3}
{"generalization hold out": {"acc": 0.5, "acc_or": 0.71683669090271}, "uniform holdout": {"acc": 0.9234693646430969, "acc_or": 0.9617346525192261}, "epoch": 4}
{"loss": 1.672423005104065, "acc": 0.9502493143081665, "acc_or": 0.9750113487243652, "sender_entropy": 0.8711180686950684, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 4}
{"generalization hold out": {"acc": 0.4642857015132904, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.8979591727256775, "acc_or": 0.9489795565605164}, "epoch": 5}
{"loss": 1.3632631301879883, "acc": 0.9140979051589966, "acc_or": 0.9569922685623169, "sender_entropy": 0.9244987368583679, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 5}
{"generalization hold out": {"acc": 0.5357142686843872, "acc_or": 0.7397959232330322}, "uniform holdout": {"acc": 0.8602040410041809, "acc_or": 0.9301019906997681}, "epoch": 6}
{"loss": 0.8351753354072571, "acc": 0.8849728107452393, "acc_or": 0.9424864053726196, "sender_entropy": 0.55405592918396, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 6}
{"generalization hold out": {"acc": 0.9030612111091614, "acc_or": 0.9464285373687744}, "uniform holdout": {"acc": 0.8561224341392517, "acc_or": 0.9280611872673035}, "epoch": 7}
{"loss": 0.7828360199928284, "acc": 0.8871260285377502, "acc_or": 0.9435629844665527, "sender_entropy": 0.6022095680236816, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 7}
{"generalization hold out": {"acc": 0.7857142686843872, "acc_or": 0.8826530575752258}, "uniform holdout": {"acc": 0.8540815711021423, "acc_or": 0.9270407557487488}, "epoch": 8}
{"loss": 0.7511681914329529, "acc": 0.8889392614364624, "acc_or": 0.9444696307182312, "sender_entropy": 0.6878982186317444, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 8}
{"generalization hold out": {"acc": 0.9387754797935486, "acc_or": 0.9693877100944519}, "uniform holdout": {"acc": 0.8581632375717163, "acc_or": 0.9290816187858582}, "epoch": 9}
{"loss": 0.6428946852684021, "acc": 0.8883726000785828, "acc_or": 0.9441863298416138, "sender_entropy": 0.6122824549674988, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 9}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.8571428060531616, "acc_or": 0.9285714030265808}, "epoch": 10}
{"loss": 0.6145653128623962, "acc": 0.8850861191749573, "acc_or": 0.942543089389801, "sender_entropy": 0.694257915019989, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 10}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.8540815711021423, "acc_or": 0.9270407557487488}, "epoch": 11}
{"loss": 0.5659540891647339, "acc": 0.8867860436439514, "acc_or": 0.9433929920196533, "sender_entropy": 0.7284311652183533, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 11}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.8571428060531616, "acc_or": 0.9285714030265808}, "epoch": 12}
{"loss": 0.48205554485321045, "acc": 0.8840661644935608, "acc_or": 0.9420331120491028, "sender_entropy": 0.6341381072998047, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 12}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.8387754559516907, "acc_or": 0.919387698173523}, "epoch": 13}
{"loss": 0.4417855143547058, "acc": 0.8865593671798706, "acc_or": 0.9432796835899353, "sender_entropy": 0.6956430673599243, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 13}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.8387754559516907, "acc_or": 0.919387698173523}, "epoch": 14}
{"loss": 0.39896896481513977, "acc": 0.8874660134315491, "acc_or": 0.9437329769134521, "sender_entropy": 0.6468405723571777, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 14}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.8244897723197937, "acc_or": 0.9122448563575745}, "epoch": 15}
{"loss": 0.36346542835235596, "acc": 0.8874660134315491, "acc_or": 0.9437329769134521, "sender_entropy": 0.6698326468467712, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 15}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.8367346525192261, "acc_or": 0.918367326259613}, "epoch": 16}
{"loss": 0.35280725359916687, "acc": 0.8889392614364624, "acc_or": 0.9444696307182312, "sender_entropy": 0.8217036128044128, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 16}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.8224489688873291, "acc_or": 0.9112244248390198}, "epoch": 17}
{"loss": 0.3080039620399475, "acc": 0.8912057876586914, "acc_or": 0.9456028938293457, "sender_entropy": 0.7287024855613708, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 17}
{"generalization hold out": {"acc": 0.9489795565605164, "acc_or": 0.9744897484779358}, "uniform holdout": {"acc": 0.8071427941322327, "acc_or": 0.903571367263794}, "epoch": 18}
{"loss": 0.26201897859573364, "acc": 0.8873526453971863, "acc_or": 0.9436763525009155, "sender_entropy": 0.632412850856781, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 18}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.8306121826171875, "acc_or": 0.9153060913085938}, "epoch": 19}
{"loss": 0.25247934460639954, "acc": 0.8890525698661804, "acc_or": 0.9445263147354126, "sender_entropy": 0.7864862084388733, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 19}
{"generalization hold out": {"acc": 0.9387754797935486, "acc_or": 0.9693877100944519}, "uniform holdout": {"acc": 0.8061224222183228, "acc_or": 0.9030612111091614}, "epoch": 20}
{"loss": 0.23438945412635803, "acc": 0.8919990658760071, "acc_or": 0.9459995627403259, "sender_entropy": 0.7511811852455139, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 20}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.8183673024177551, "acc_or": 0.9091836214065552}, "epoch": 21}
{"loss": 0.20925310254096985, "acc": 0.8896192312240601, "acc_or": 0.94480961561203, "sender_entropy": 0.7392585277557373, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 21}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.8030611872673035, "acc_or": 0.9015305638313293}, "epoch": 22}
{"loss": 0.18574190139770508, "acc": 0.8904125094413757, "acc_or": 0.9452062845230103, "sender_entropy": 0.7127558588981628, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 22}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.8010203838348389, "acc_or": 0.9005101919174194}, "epoch": 23}
{"loss": 0.17386922240257263, "acc": 0.8923390507698059, "acc_or": 0.9461695551872253, "sender_entropy": 0.7296818494796753, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 23}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.7989795804023743, "acc_or": 0.8994897603988647}, "epoch": 24}
{"loss": 0.1536613255739212, "acc": 0.8915457725524902, "acc_or": 0.9457728862762451, "sender_entropy": 0.7429782748222351, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 24}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.7908163070678711, "acc_or": 0.8954081535339355}, "epoch": 25}
{"loss": 0.13631796836853027, "acc": 0.889505922794342, "acc_or": 0.9447529315948486, "sender_entropy": 0.620884120464325, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 25}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.7867346405982971, "acc_or": 0.8933672904968262}, "epoch": 26}
{"loss": 0.1246148943901062, "acc": 0.8935856819152832, "acc_or": 0.9467928409576416, "sender_entropy": 0.6538570523262024, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 26}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.7877550721168518, "acc_or": 0.8938775062561035}, "epoch": 27}
{"loss": 0.10418455302715302, "acc": 0.8918857574462891, "acc_or": 0.9459428787231445, "sender_entropy": 0.7133799195289612, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 27}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.7887755036354065, "acc_or": 0.8943877220153809}, "epoch": 28}
{"loss": 0.09298034757375717, "acc": 0.8925657272338867, "acc_or": 0.9462828636169434, "sender_entropy": 0.7067195773124695, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 28}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.7857142686843872, "acc_or": 0.8928570747375488}, "epoch": 29}
{"loss": 0.09373394399881363, "acc": 0.8915457725524902, "acc_or": 0.9457728862762451, "sender_entropy": 0.6322473883628845, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 29}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.7897958755493164, "acc_or": 0.8948979377746582}, "epoch": 30}
{"loss": 0.06889744102954865, "acc": 0.8934723734855652, "acc_or": 0.9467361569404602, "sender_entropy": 0.7274528741836548, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 30}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.7877550721168518, "acc_or": 0.8938775062561035}, "epoch": 31}
{"loss": 0.06488361954689026, "acc": 0.8940389752388, "acc_or": 0.9470195174217224, "sender_entropy": 0.6915212869644165, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 31}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.7928571105003357, "acc_or": 0.8964285254478455}, "epoch": 32}
{"loss": 0.05042283236980438, "acc": 0.8933590054512024, "acc_or": 0.9466795325279236, "sender_entropy": 0.7752329111099243, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 32}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.7826530337333679, "acc_or": 0.8913264870643616}, "epoch": 33}
{"loss": 0.05082821100950241, "acc": 0.8933590054512024, "acc_or": 0.9466795325279236, "sender_entropy": 0.6724603176116943, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 33}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.7867346405982971, "acc_or": 0.8933672904968262}, "epoch": 34}
{"loss": 0.04419770836830139, "acc": 0.8926790356636047, "acc_or": 0.9463395476341248, "sender_entropy": 0.6590386629104614, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 34}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.777550995349884, "acc_or": 0.8887754678726196}, "epoch": 35}
{"loss": 0.03794402629137039, "acc": 0.8913191556930542, "acc_or": 0.9456595778465271, "sender_entropy": 0.6276677250862122, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 35}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.7806122303009033, "acc_or": 0.8903060555458069}, "epoch": 36}
{"loss": 0.02707097679376602, "acc": 0.8919990658760071, "acc_or": 0.9459995627403259, "sender_entropy": 0.6479308605194092, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 36}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.7857142686843872, "acc_or": 0.8928570747375488}, "epoch": 37}
{"loss": 0.021545812487602234, "acc": 0.8924524188041687, "acc_or": 0.946226179599762, "sender_entropy": 0.6591107249259949, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 37}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.7826530337333679, "acc_or": 0.8913264870643616}, "epoch": 38}
{"loss": 0.003992184996604919, "acc": 0.8936989903450012, "acc_or": 0.946849524974823, "sender_entropy": 0.7250480651855469, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 38}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.7816326022148132, "acc_or": 0.8908162713050842}, "epoch": 39}
{"loss": -0.001236453652381897, "acc": 0.8923390507698059, "acc_or": 0.9461695551872253, "sender_entropy": 0.712590217590332, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 39}
{"generalization hold out": {"acc": 0.9387754797935486, "acc_or": 0.9693877100944519}, "uniform holdout": {"acc": 0.7857142686843872, "acc_or": 0.8928570747375488}, "epoch": 40}
{"loss": -0.001299336552619934, "acc": 0.8926790356636047, "acc_or": 0.9463395476341248, "sender_entropy": 0.677353024482727, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 40}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.7979591488838196, "acc_or": 0.8989795446395874}, "epoch": 41}
{"loss": -0.031154178082942963, "acc": 0.8922257423400879, "acc_or": 0.946112871170044, "sender_entropy": 0.8063126802444458, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 41}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.7897958755493164, "acc_or": 0.8948979377746582}, "epoch": 42}
{"loss": -0.022182568907737732, "acc": 0.8951722383499146, "acc_or": 0.9475861191749573, "sender_entropy": 0.7244953513145447, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 42}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.7897958755493164, "acc_or": 0.8948979377746582}, "epoch": 43}
{"loss": -0.036875493824481964, "acc": 0.8942656517028809, "acc_or": 0.9471328258514404, "sender_entropy": 0.7745829224586487, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 43}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.7806122303009033, "acc_or": 0.8903060555458069}, "epoch": 44}
{"loss": -0.022009462118148804, "acc": 0.8951722383499146, "acc_or": 0.9475861191749573, "sender_entropy": 0.6724965572357178, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 44}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.7836734056472778, "acc_or": 0.8918367028236389}, "epoch": 45}
{"loss": -0.03143464773893356, "acc": 0.8926790356636047, "acc_or": 0.9463395476341248, "sender_entropy": 0.6778426766395569, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 45}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.7846938371658325, "acc_or": 0.8923469185829163}, "epoch": 46}
{"loss": -0.043860308825969696, "acc": 0.8919990658760071, "acc_or": 0.9459995627403259, "sender_entropy": 0.7225296497344971, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 46}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.7887755036354065, "acc_or": 0.8943877220153809}, "epoch": 47}
{"loss": -0.04759284108877182, "acc": 0.8950589299201965, "acc_or": 0.9475294947624207, "sender_entropy": 0.7420918941497803, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 47}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.777550995349884, "acc_or": 0.8887754678726196}, "epoch": 48}
{"loss": -0.03582894802093506, "acc": 0.893925666809082, "acc_or": 0.946962833404541, "sender_entropy": 0.6496796607971191, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 48}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.7836734056472778, "acc_or": 0.8918367028236389}, "epoch": 49}
{"loss": -0.05020788311958313, "acc": 0.8930190205574036, "acc_or": 0.9465095400810242, "sender_entropy": 0.69254469871521, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 49}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.7836734056472778, "acc_or": 0.8918367028236389}, "epoch": 50}
{"loss": -0.06515651941299438, "acc": 0.8946056365966797, "acc_or": 0.9473028182983398, "sender_entropy": 0.7496111989021301, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 50}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.7857142686843872, "acc_or": 0.8928570747375488}, "epoch": 51}
{"loss": -0.06862656027078629, "acc": 0.8947189450263977, "acc_or": 0.9473595023155212, "sender_entropy": 0.7291957139968872, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 51}
{"generalization hold out": {"acc": 0.9387754797935486, "acc_or": 0.9693877100944519}, "uniform holdout": {"acc": 0.7826530337333679, "acc_or": 0.8913264870643616}, "epoch": 52}
{"loss": -0.06890267878770828, "acc": 0.8931323885917664, "acc_or": 0.9465661644935608, "sender_entropy": 0.7176972031593323, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 52}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.778571367263794, "acc_or": 0.889285683631897}, "epoch": 53}
{"loss": -0.058162182569503784, "acc": 0.8902992010116577, "acc_or": 0.9451496005058289, "sender_entropy": 0.6508051753044128, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 53}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.7857142686843872, "acc_or": 0.8928570747375488}, "epoch": 54}
{"loss": -0.07269478589296341, "acc": 0.8951722383499146, "acc_or": 0.9475861191749573, "sender_entropy": 0.7079955339431763, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 54}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.777550995349884, "acc_or": 0.8887754678726196}, "epoch": 55}
{"loss": -0.08426037430763245, "acc": 0.8935856819152832, "acc_or": 0.9467928409576416, "sender_entropy": 0.7354050278663635, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 55}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.7846938371658325, "acc_or": 0.8923469185829163}, "epoch": 56}
{"loss": -0.07932844758033752, "acc": 0.8921124339103699, "acc_or": 0.9460561871528625, "sender_entropy": 0.6848962903022766, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 56}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.7816326022148132, "acc_or": 0.8908162713050842}, "epoch": 57}
{"loss": -0.09628278017044067, "acc": 0.893812358379364, "acc_or": 0.9469061493873596, "sender_entropy": 0.747925877571106, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 57}
{"generalization hold out": {"acc": 0.9438775181770325, "acc_or": 0.9719387292861938}, "uniform holdout": {"acc": 0.7724489569664001, "acc_or": 0.8862244486808777}, "epoch": 58}
{"loss": -0.06704980880022049, "acc": 0.8930190205574036, "acc_or": 0.9465095400810242, "sender_entropy": 0.6282274127006531, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 58}
{"generalization hold out": {"acc": 0.5, "acc_or": 0.7219387888908386}, "uniform holdout": {"acc": 0.7826530337333679, "acc_or": 0.8913264870643616}, "epoch": 59}
{"loss": -0.08040590584278107, "acc": 0.8934723734855652, "acc_or": 0.9466795325279236, "sender_entropy": 0.6739273071289062, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 59}
{"generalization hold out": {"acc": 0.5408163070678711, "acc_or": 0.7423469424247742}, "uniform holdout": {"acc": 0.7877550721168518, "acc_or": 0.8938775062561035}, "epoch": 60}
{"loss": -0.0985962301492691, "acc": 0.8949456214904785, "acc_or": 0.9474728107452393, "sender_entropy": 0.7312676906585693, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 60}
{"generalization hold out": {"acc": 0.5306122303009033, "acc_or": 0.7372449040412903}, "uniform holdout": {"acc": 0.7928571105003357, "acc_or": 0.8964285254478455}, "epoch": 61}
{"loss": -0.09787021577358246, "acc": 0.893925666809082, "acc_or": 0.946962833404541, "sender_entropy": 0.7257491946220398, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 61}
{"generalization hold out": {"acc": 0.5051020383834839, "acc_or": 0.7244898080825806}, "uniform holdout": {"acc": 0.7765305638313293, "acc_or": 0.8882652521133423}, "epoch": 62}
{"loss": -0.08150849491357803, "acc": 0.8948322534561157, "acc_or": 0.9474161267280579, "sender_entropy": 0.6501629948616028, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 62}
{"generalization hold out": {"acc": 0.5051020383834839, "acc_or": 0.7244898080825806}, "uniform holdout": {"acc": 0.7989795804023743, "acc_or": 0.8994897603988647}, "epoch": 63}
{"loss": -0.11795994639396667, "acc": 0.8950589299201965, "acc_or": 0.9475294947624207, "sender_entropy": 0.7577191591262817, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 63}
{"generalization hold out": {"acc": 0.5153061151504517, "acc_or": 0.7295918464660645}, "uniform holdout": {"acc": 0.778571367263794, "acc_or": 0.889285683631897}, "epoch": 64}
{"loss": -0.08792856335639954, "acc": 0.8941522836685181, "acc_or": 0.947076141834259, "sender_entropy": 0.6581829190254211, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 64}
{"generalization hold out": {"acc": 0.5051020383834839, "acc_or": 0.7244898080825806}, "uniform holdout": {"acc": 0.7867346405982971, "acc_or": 0.8933672904968262}, "epoch": 65}
{"loss": -0.11292868852615356, "acc": 0.8927924036979675, "acc_or": 0.9463961720466614, "sender_entropy": 0.729303240776062, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 65}
{"generalization hold out": {"acc": 0.5, "acc_or": 0.7219387888908386}, "uniform holdout": {"acc": 0.7938775420188904, "acc_or": 0.8969387412071228}, "epoch": 66}
{"loss": -0.12811508774757385, "acc": 0.8966454863548279, "acc_or": 0.9483227729797363, "sender_entropy": 0.7876160144805908, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 66}
{"generalization hold out": {"acc": 0.5051020383834839, "acc_or": 0.7244898080825806}, "uniform holdout": {"acc": 0.7846938371658325, "acc_or": 0.8923469185829163}, "epoch": 67}
{"loss": -0.11998192220926285, "acc": 0.8969854712486267, "acc_or": 0.9484927654266357, "sender_entropy": 0.7510473132133484, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 67}
{"generalization hold out": {"acc": 0.5051020383834839, "acc_or": 0.7244898080825806}, "uniform holdout": {"acc": 0.7755101919174194, "acc_or": 0.8877550363540649}, "epoch": 68}
{"loss": -0.09094764292240143, "acc": 0.893812358379364, "acc_or": 0.9469061493873596, "sender_entropy": 0.6402931213378906, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 68}
{"generalization hold out": {"acc": 0.5051020383834839, "acc_or": 0.7244898080825806}, "uniform holdout": {"acc": 0.777550995349884, "acc_or": 0.8887754678726196}, "epoch": 69}
{"loss": -0.12289419770240784, "acc": 0.8975521326065063, "acc_or": 0.9487760663032532, "sender_entropy": 0.7412180304527283, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 69}
{"generalization hold out": {"acc": 0.5051020383834839, "acc_or": 0.7244898080825806}, "uniform holdout": {"acc": 0.778571367263794, "acc_or": 0.889285683631897}, "epoch": 70}
{"loss": -0.09823348373174667, "acc": 0.8975521326065063, "acc_or": 0.9487760663032532, "sender_entropy": 0.6601465344429016, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 70}
{"generalization hold out": {"acc": 0.5051020383834839, "acc_or": 0.7244898080825806}, "uniform holdout": {"acc": 0.7928571105003357, "acc_or": 0.8964285254478455}, "epoch": 71}
{"loss": -0.12611880898475647, "acc": 0.8973254561424255, "acc_or": 0.9486627578735352, "sender_entropy": 0.7412956953048706, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 71}
{"generalization hold out": {"acc": 0.5051020383834839, "acc_or": 0.7244898080825806}, "uniform holdout": {"acc": 0.7948979139328003, "acc_or": 0.8974489569664001}, "epoch": 72}
{"loss": -0.16957451403141022, "acc": 0.898345410823822, "acc_or": 0.9491727352142334, "sender_entropy": 0.8715144395828247, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 72}
{"generalization hold out": {"acc": 0.5, "acc_or": 0.7219387888908386}, "uniform holdout": {"acc": 0.7979591488838196, "acc_or": 0.8989795446395874}, "epoch": 73}
{"loss": -0.13005539774894714, "acc": 0.8970988392829895, "acc_or": 0.9485493898391724, "sender_entropy": 0.7440595030784607, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 73}
{"generalization hold out": {"acc": 0.5051020383834839, "acc_or": 0.7244898080825806}, "uniform holdout": {"acc": 0.8010203838348389, "acc_or": 0.9005101919174194}, "epoch": 74}
{"loss": -0.14143377542495728, "acc": 0.900385320186615, "acc_or": 0.9501926302909851, "sender_entropy": 0.7748965620994568, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 74}
{"generalization hold out": {"acc": 0.5051020383834839, "acc_or": 0.7244898080825806}, "uniform holdout": {"acc": 0.777550995349884, "acc_or": 0.8887754678726196}, "epoch": 75}
{"loss": -0.1373165398836136, "acc": 0.8997053503990173, "acc_or": 0.9498526453971863, "sender_entropy": 0.7466349601745605, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 75}
{"generalization hold out": {"acc": 0.5051020383834839, "acc_or": 0.7244898080825806}, "uniform holdout": {"acc": 0.777550995349884, "acc_or": 0.8887754678726196}, "epoch": 76}
{"loss": -0.10515468567609787, "acc": 0.898232102394104, "acc_or": 0.949116051197052, "sender_entropy": 0.6466250419616699, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 76}
{"generalization hold out": {"acc": 0.5, "acc_or": 0.7219387888908386}, "uniform holdout": {"acc": 0.7887755036354065, "acc_or": 0.8943877220153809}, "epoch": 77}
{"loss": -0.15977099537849426, "acc": 0.898345410823822, "acc_or": 0.9491727352142334, "sender_entropy": 0.8237107396125793, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 77}
{"generalization hold out": {"acc": 0.5, "acc_or": 0.7219387888908386}, "uniform holdout": {"acc": 0.7887755036354065, "acc_or": 0.8943877220153809}, "epoch": 78}
{"loss": -0.14999008178710938, "acc": 0.9029918313026428, "acc_or": 0.9514959454536438, "sender_entropy": 0.7950503826141357, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 78}
{"generalization hold out": {"acc": 0.5051020383834839, "acc_or": 0.7244898080825806}, "uniform holdout": {"acc": 0.777550995349884, "acc_or": 0.8887754678726196}, "epoch": 79}
{"loss": -0.13288018107414246, "acc": 0.8989120721817017, "acc_or": 0.9494560360908508, "sender_entropy": 0.7100188136100769, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 79}
{"generalization hold out": {"acc": 0.5, "acc_or": 0.7219387888908386}, "uniform holdout": {"acc": 0.7887755036354065, "acc_or": 0.8943877220153809}, "epoch": 80}
{"loss": -0.14532627165317535, "acc": 0.895965576171875, "acc_or": 0.9479827880859375, "sender_entropy": 0.7578985095024109, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 80}
{"generalization hold out": {"acc": 0.5051020383834839, "acc_or": 0.7244898080825806}, "uniform holdout": {"acc": 0.791836678981781, "acc_or": 0.8959183096885681}, "epoch": 81}
{"loss": -0.13860467076301575, "acc": 0.898118793964386, "acc_or": 0.9490593671798706, "sender_entropy": 0.7189643979072571, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 81}
{"generalization hold out": {"acc": 0.5051020383834839, "acc_or": 0.7244898080825806}, "uniform holdout": {"acc": 0.7897958755493164, "acc_or": 0.8948979377746582}, "epoch": 82}
{"loss": -0.15483194589614868, "acc": 0.9006119966506958, "acc_or": 0.9503059983253479, "sender_entropy": 0.7730165123939514, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 82}
{"generalization hold out": {"acc": 0.020408162847161293, "acc_or": 0.48469385504722595}, "uniform holdout": {"acc": 0.8051019906997681, "acc_or": 0.902550995349884}, "epoch": 83}
{"loss": -0.15011927485466003, "acc": 0.9136446118354797, "acc_or": 0.9568222761154175, "sender_entropy": 0.7833032011985779, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 83}
{"generalization hold out": {"acc": 0.0357142835855484, "acc_or": 0.49234694242477417}, "uniform holdout": {"acc": 0.791836678981781, "acc_or": 0.8959183096885681}, "epoch": 84}
{"loss": -0.1265423595905304, "acc": 0.906844973564148, "acc_or": 0.953422486782074, "sender_entropy": 0.6758689284324646, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 84}
{"generalization hold out": {"acc": 0.08673468977212906, "acc_or": 0.5178571343421936}, "uniform holdout": {"acc": 0.8061224222183228, "acc_or": 0.9030612111091614}, "epoch": 85}
{"loss": -0.12468285858631134, "acc": 0.917271077632904, "acc_or": 0.9586355686187744, "sender_entropy": 0.6944590210914612, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 85}
{"generalization hold out": {"acc": 0.11224489659070969, "acc_or": 0.5306122303009033}, "uniform holdout": {"acc": 0.7989795804023743, "acc_or": 0.8989795446395874}, "epoch": 86}
{"loss": -0.12598508596420288, "acc": 0.9127379655838013, "acc_or": 0.9563689827919006, "sender_entropy": 0.6803099513053894, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 86}
{"generalization hold out": {"acc": 0.19387754797935486, "acc_or": 0.5714285373687744}, "uniform holdout": {"acc": 0.8010203838348389, "acc_or": 0.9005101919174194}, "epoch": 87}
{"loss": -0.14729610085487366, "acc": 0.9099047780036926, "acc_or": 0.9549524188041687, "sender_entropy": 0.7401677966117859, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 87}
{"generalization hold out": {"acc": 0.09693877398967743, "acc_or": 0.5229591727256775}, "uniform holdout": {"acc": 0.810204029083252, "acc_or": 0.905102014541626}, "epoch": 88}
{"loss": -0.14918142557144165, "acc": 0.9144378900527954, "acc_or": 0.9572189450263977, "sender_entropy": 0.7636004686355591, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 88}
{"generalization hold out": {"acc": 0.30612245202064514, "acc_or": 0.6275510191917419}, "uniform holdout": {"acc": 0.7979591488838196, "acc_or": 0.8989795446395874}, "epoch": 89}
{"loss": -0.13079163432121277, "acc": 0.9228241443634033, "acc_or": 0.9614120721817017, "sender_entropy": 0.7005630731582642, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 89}
{"generalization hold out": {"acc": 0.11224489659070969, "acc_or": 0.5306122303009033}, "uniform holdout": {"acc": 0.7989795804023743, "acc_or": 0.8989795446395874}, "epoch": 90}
{"loss": -0.14935234189033508, "acc": 0.9145511984825134, "acc_or": 0.9572756290435791, "sender_entropy": 0.7359568476676941, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 90}
{"generalization hold out": {"acc": 0.23469386994838715, "acc_or": 0.5918367505073547}, "uniform holdout": {"acc": 0.8040816187858582, "acc_or": 0.9020407795906067}, "epoch": 91}
{"loss": -0.15743502974510193, "acc": 0.9306436777114868, "acc_or": 0.9653218388557434, "sender_entropy": 0.8015680313110352, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 91}
{"generalization hold out": {"acc": 0.4336734712123871, "acc_or": 0.6913264989852905}, "uniform holdout": {"acc": 0.8204081058502197, "acc_or": 0.9102040529251099}, "epoch": 92}
{"loss": -0.09111382067203522, "acc": 0.9796010851860046, "acc_or": 0.9898005723953247, "sender_entropy": 0.6534355282783508, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 92}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9755101799964905, "acc_or": 0.9877550601959229}, "epoch": 93}
{"loss": -0.05355920270085335, "acc": 0.9950135946273804, "acc_or": 0.9975067973136902, "sender_entropy": 0.5949889421463013, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 93}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9795917868614197, "acc_or": 0.9897958636283875}, "epoch": 94}
{"loss": -0.06799957156181335, "acc": 0.9966002106666565, "acc_or": 0.9983000755310059, "sender_entropy": 0.7331674695014954, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 94}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9877550601959229, "acc_or": 0.9938775300979614}, "epoch": 95}
{"loss": -0.06507837027311325, "acc": 0.9966002106666565, "acc_or": 0.9983000755310059, "sender_entropy": 0.7110686302185059, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 95}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9897958636283875, "acc_or": 0.994387686252594}, "epoch": 96}
{"loss": -0.06895359605550766, "acc": 0.9968268275260925, "acc_or": 0.9984134435653687, "sender_entropy": 0.7402138113975525, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 96}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9908162951469421, "acc_or": 0.9954081177711487}, "epoch": 97}
{"loss": -0.06517466902732849, "acc": 0.9968268275260925, "acc_or": 0.9984134435653687, "sender_entropy": 0.714922308921814, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 97}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9928570985794067, "acc_or": 0.9964285492897034}, "epoch": 98}
{"loss": -0.07530800998210907, "acc": 0.9969401359558105, "acc_or": 0.9984700679779053, "sender_entropy": 0.7571470141410828, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 98}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 99}
{"loss": -0.07398637384176254, "acc": 0.9970535039901733, "acc_or": 0.9985267519950867, "sender_entropy": 0.7523932456970215, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 99}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 100}
{"loss": -0.0720655769109726, "acc": 0.9976201057434082, "acc_or": 0.9988100528717041, "sender_entropy": 0.7342990636825562, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 100}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 101}
{"loss": -0.07356155663728714, "acc": 0.9976201057434082, "acc_or": 0.9988100528717041, "sender_entropy": 0.7411693930625916, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 101}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 102}
{"loss": -0.0768735259771347, "acc": 0.997733473777771, "acc_or": 0.9988667368888855, "sender_entropy": 0.7451353669166565, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 102}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 103}
{"loss": -0.07780688256025314, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.744117021560669, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 103}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 104}
{"loss": -0.08780129998922348, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7855280041694641, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 104}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 105}
{"loss": -0.08860435336828232, "acc": 0.9976201057434082, "acc_or": 0.9987534284591675, "sender_entropy": 0.7870736122131348, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 105}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 106}
{"loss": -0.09769466519355774, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.82972252368927, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 106}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 107}
{"loss": -0.09030930697917938, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7592933773994446, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 107}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 108}
{"loss": -0.09097035974264145, "acc": 0.997733473777771, "acc_or": 0.9988667368888855, "sender_entropy": 0.7175120115280151, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 108}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 109}
{"loss": -0.09964846819639206, "acc": 0.997733473777771, "acc_or": 0.9988667368888855, "sender_entropy": 0.7997426390647888, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 109}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 110}
{"loss": -0.1043628677725792, "acc": 0.997733473777771, "acc_or": 0.9988667368888855, "sender_entropy": 0.804538369178772, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 110}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 111}
{"loss": -0.09791820496320724, "acc": 0.997733473777771, "acc_or": 0.9988667368888855, "sender_entropy": 0.7524304986000061, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 111}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 112}
{"loss": -0.1091681495308876, "acc": 0.997733473777771, "acc_or": 0.9988667368888855, "sender_entropy": 0.8016118407249451, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 112}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 113}
{"loss": -0.11604947596788406, "acc": 0.9976201057434082, "acc_or": 0.9988100528717041, "sender_entropy": 0.8456345200538635, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 113}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 114}
{"loss": -0.11137258261442184, "acc": 0.9975067973136902, "acc_or": 0.9987534284591675, "sender_entropy": 0.8053562641143799, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 114}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 115}
{"loss": -0.11769401282072067, "acc": 0.9976201057434082, "acc_or": 0.9988100528717041, "sender_entropy": 0.8174937963485718, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 115}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 116}
{"loss": -0.10852161049842834, "acc": 0.9976201057434082, "acc_or": 0.9988100528717041, "sender_entropy": 0.7605941891670227, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 116}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 117}
{"loss": -0.10412374138832092, "acc": 0.9976201057434082, "acc_or": 0.9988100528717041, "sender_entropy": 0.7130094766616821, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 117}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 118}
{"loss": -0.1073191836476326, "acc": 0.997733473777771, "acc_or": 0.9988667368888855, "sender_entropy": 0.7306450605392456, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 118}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 119}
{"loss": -0.11448558419942856, "acc": 0.997733473777771, "acc_or": 0.9988667368888855, "sender_entropy": 0.7583882212638855, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 119}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 120}
{"loss": -0.11142133176326752, "acc": 0.9975067973136902, "acc_or": 0.9987534284591675, "sender_entropy": 0.7273779511451721, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 120}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 121}
{"loss": -0.13519901037216187, "acc": 0.9976201057434082, "acc_or": 0.9988100528717041, "sender_entropy": 0.85379958152771, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 121}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 122}
{"loss": -0.1325792372226715, "acc": 0.997733473777771, "acc_or": 0.9988667368888855, "sender_entropy": 0.8227118253707886, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 122}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 123}
{"loss": -0.12661252915859222, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7835469841957092, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 123}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 124}
{"loss": -0.11995702236890793, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.733866274356842, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 124}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 125}
{"loss": -0.13532675802707672, "acc": 0.997733473777771, "acc_or": 0.9988667368888855, "sender_entropy": 0.8126646876335144, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 125}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9948979020118713, "acc_or": 0.9974489212036133}, "epoch": 126}
{"loss": -0.14520779252052307, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8612969517707825, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 126}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 127}
{"loss": -0.12173818796873093, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7025756239891052, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 127}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 128}
{"loss": -0.12248671054840088, "acc": 0.9973934888839722, "acc_or": 0.9986967444419861, "sender_entropy": 0.7097963690757751, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 128}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 129}
{"loss": -0.1368313878774643, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7807058095932007, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 129}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 130}
{"loss": -0.14366887509822845, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.8110401630401611, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 130}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 131}
{"loss": -0.1425136923789978, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7902657389640808, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 131}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 132}
{"loss": -0.1447402983903885, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7900906205177307, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 132}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 133}
{"loss": -0.15206210315227509, "acc": 0.997733473777771, "acc_or": 0.9988667368888855, "sender_entropy": 0.8134865760803223, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 133}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 134}
{"loss": -0.12485606968402863, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.6827847361564636, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 134}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 135}
{"loss": -0.15204757452011108, "acc": 0.9976201057434082, "acc_or": 0.9988100528717041, "sender_entropy": 0.8040909767150879, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 135}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 136}
{"loss": -0.14921922981739044, "acc": 0.9976201057434082, "acc_or": 0.9988100528717041, "sender_entropy": 0.7804124355316162, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 136}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 137}
{"loss": -0.17954230308532715, "acc": 0.9976201057434082, "acc_or": 0.9988100528717041, "sender_entropy": 0.9289013743400574, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 137}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 138}
{"loss": -0.14067812263965607, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7326191067695618, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 138}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 139}
{"loss": -0.15565551817417145, "acc": 0.997733473777771, "acc_or": 0.9988667368888855, "sender_entropy": 0.7407359480857849, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 139}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 140}
{"loss": -0.15276853740215302, "acc": 0.997733473777771, "acc_or": 0.9988667368888855, "sender_entropy": 0.7691982984542847, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 140}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 141}
{"loss": -0.15479235351085663, "acc": 0.997733473777771, "acc_or": 0.9988667368888855, "sender_entropy": 0.7555702328681946, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 141}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.9979591369628906}, "epoch": 142}
{"loss": -0.14569050073623657, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.71932053565979, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 142}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 143}
{"loss": -0.15980325639247894, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7781373858451843, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 143}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 144}
{"loss": -0.16263122856616974, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7868727445602417, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 144}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 145}
{"loss": -0.1637272983789444, "acc": 0.997733473777771, "acc_or": 0.9988667368888855, "sender_entropy": 0.7851864695549011, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 145}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 146}
{"loss": -0.1565413624048233, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7372652888298035, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 146}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 147}
{"loss": -0.1620549112558365, "acc": 0.9975067973136902, "acc_or": 0.9987534284591675, "sender_entropy": 0.7649000883102417, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 147}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 148}
{"loss": -0.16998057067394257, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7908735275268555, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 148}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 149}
{"loss": -0.19081196188926697, "acc": 0.9976201057434082, "acc_or": 0.9988100528717041, "sender_entropy": 0.8789088129997253, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 149}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 150}
{"loss": -0.15540997684001923, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7151485681533813, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 150}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 151}
{"loss": -0.1641480177640915, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7545118927955627, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 151}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 152}
{"loss": -0.17972831428050995, "acc": 0.9973934888839722, "acc_or": 0.9986967444419861, "sender_entropy": 0.8135209679603577, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 152}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 153}
{"loss": -0.18540526926517487, "acc": 0.997733473777771, "acc_or": 0.9988667368888855, "sender_entropy": 0.825649619102478, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 153}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 154}
{"loss": -0.17752639949321747, "acc": 0.997733473777771, "acc_or": 0.9988667368888855, "sender_entropy": 0.7946641445159912, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 154}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 155}
{"loss": -0.16310054063796997, "acc": 0.997733473777771, "acc_or": 0.9988667368888855, "sender_entropy": 0.7218775153160095, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 155}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 156}
{"loss": -0.1732960194349289, "acc": 0.997733473777771, "acc_or": 0.9988667368888855, "sender_entropy": 0.7652120590209961, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 156}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 157}
{"loss": -0.20566099882125854, "acc": 0.9976201057434082, "acc_or": 0.9988100528717041, "sender_entropy": 0.8965921401977539, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 157}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 158}
{"loss": -0.1711900383234024, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7428228855133057, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 158}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 159}
{"loss": -0.1655232012271881, "acc": 0.9973934888839722, "acc_or": 0.9986967444419861, "sender_entropy": 0.7161003947257996, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 159}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 160}
{"loss": -0.20372223854064941, "acc": 0.997733473777771, "acc_or": 0.9988667368888855, "sender_entropy": 0.8714333176612854, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 160}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 161}
{"loss": -0.17269714176654816, "acc": 0.9976201057434082, "acc_or": 0.9988100528717041, "sender_entropy": 0.736185610294342, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 161}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 162}
{"loss": -0.17639963328838348, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7437235116958618, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 162}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 163}
{"loss": -0.1748354285955429, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7290165424346924, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 163}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 164}
{"loss": -0.1985156238079071, "acc": 0.9975067973136902, "acc_or": 0.9987534284591675, "sender_entropy": 0.8299205303192139, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 164}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 165}
{"loss": -0.19384142756462097, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.8041614294052124, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 165}
{"generalization hold out": {"acc": 0.4642857015132904, "acc_or": 0.7066326141357422}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 166}
{"loss": -0.1754712015390396, "acc": 0.997733473777771, "acc_or": 0.9988667368888855, "sender_entropy": 0.7271586656570435, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 166}
{"generalization hold out": {"acc": 0.4642857015132904, "acc_or": 0.7066326141357422}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 167}
{"loss": -0.20151253044605255, "acc": 0.9975067973136902, "acc_or": 0.9987534284591675, "sender_entropy": 0.8232882022857666, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 167}
{"generalization hold out": {"acc": 0.4642857015132904, "acc_or": 0.7066326141357422}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.9979591369628906}, "epoch": 168}
{"loss": -0.18015620112419128, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7393854260444641, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 168}
{"generalization hold out": {"acc": 0.4642857015132904, "acc_or": 0.7066326141357422}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9974489212036133}, "epoch": 169}
{"loss": -0.18533889949321747, "acc": 0.997733473777771, "acc_or": 0.9988667368888855, "sender_entropy": 0.7434686422348022, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 169}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 170}
{"loss": -0.17450731992721558, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7018098831176758, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 170}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 171}
{"loss": -0.19123688340187073, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.764477014541626, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 171}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 172}
{"loss": -0.19016039371490479, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.762475848197937, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 172}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 173}
{"loss": -0.18829499185085297, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7466804385185242, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 173}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 174}
{"loss": -0.1872682273387909, "acc": 0.997960090637207, "acc_or": 0.9989233613014221, "sender_entropy": 0.7351035475730896, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 174}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 175}
{"loss": -0.1850324124097824, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7245703935623169, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 175}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 176}
{"loss": -0.19194833934307098, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7467462420463562, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 176}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 177}
{"loss": -0.20099259912967682, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7781538367271423, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 177}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 178}
{"loss": -0.20351585745811462, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.783958911895752, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 178}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 179}
{"loss": -0.22257839143276215, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8475700616836548, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 179}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 180}
{"loss": -0.2112480103969574, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8090785145759583, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 180}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 181}
{"loss": -0.19041350483894348, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7231167554855347, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 181}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 182}
{"loss": -0.1935998946428299, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7350671291351318, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 182}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 183}
{"loss": -0.1921643167734146, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7247022390365601, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 183}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 184}
{"loss": -0.18756024539470673, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7077673673629761, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 184}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 185}
{"loss": -0.20709432661533356, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7747780680656433, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 185}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 186}
{"loss": -0.20896035432815552, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.781886100769043, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 186}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 187}
{"loss": -0.20246784389019012, "acc": 0.997733473777771, "acc_or": 0.9988667368888855, "sender_entropy": 0.7543244957923889, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 187}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 188}
{"loss": -0.23244880139827728, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8614040613174438, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 188}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 189}
{"loss": -0.2205834835767746, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.814283013343811, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 189}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 190}
{"loss": -0.22513830661773682, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.8228364586830139, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 190}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 191}
{"loss": -0.18559744954109192, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6723974943161011, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 191}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 192}
{"loss": -0.2012067288160324, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7308865189552307, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 192}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.9979591369628906}, "epoch": 193}
{"loss": -0.2092813402414322, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7515154480934143, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 193}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.998469352722168}, "epoch": 194}
{"loss": -0.22413219511508942, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.8111981749534607, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 194}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.9979591369628906}, "epoch": 195}
{"loss": -0.20890778303146362, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7542474269866943, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 195}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 196}
{"loss": -0.2320498675107956, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.825372576713562, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 196}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 197}
{"loss": -0.20462635159492493, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7294639945030212, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 197}
{"generalization hold out": {"acc": 0.4642857015132904, "acc_or": 0.7066326141357422}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 198}
{"loss": -0.22446346282958984, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7963293790817261, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 198}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 199}
{"loss": -0.20861466228961945, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7417401671409607, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 199}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 200}
{"loss": -0.21823908388614655, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7679129242897034, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 200}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 201}
{"loss": -0.22239455580711365, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7795637249946594, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 201}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 202}
{"loss": -0.21169790625572205, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7431097626686096, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 202}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 203}
{"loss": -0.2464699000120163, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8590977787971497, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 203}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 204}
{"loss": -0.2361576408147812, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.818161129951477, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 204}
{"generalization hold out": {"acc": 0.4642857015132904, "acc_or": 0.7066326141357422}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 205}
{"loss": -0.22060005366802216, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7667184472084045, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 205}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 206}
{"loss": -0.20371374487876892, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7033296227455139, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 206}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 207}
{"loss": -0.21089577674865723, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7297642230987549, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 207}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 208}
{"loss": -0.24641169607639313, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8430572152137756, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 208}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 209}
{"loss": -0.2145116627216339, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7334334254264832, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 209}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 210}
{"loss": -0.20248545706272125, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.690009593963623, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 210}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 211}
{"loss": -0.22676429152488708, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7724934816360474, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 211}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 212}
{"loss": -0.24048283696174622, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8136602640151978, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 212}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 213}
{"loss": -0.2231777459383011, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7540553212165833, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 213}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 214}
{"loss": -0.23240025341510773, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7842137217521667, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 214}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 215}
{"loss": -0.22754308581352234, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7667117714881897, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 215}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 216}
{"loss": -0.2547435760498047, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.853458046913147, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 216}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 217}
{"loss": -0.24710522592067719, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8287550210952759, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 217}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 218}
{"loss": -0.23417700827121735, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7827473878860474, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 218}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 219}
{"loss": -0.23954816162586212, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7959826588630676, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 219}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 220}
{"loss": -0.23911309242248535, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7923873662948608, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 220}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 221}
{"loss": -0.22473280131816864, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7430093288421631, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 221}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 222}
{"loss": -0.21555373072624207, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7119754552841187, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 222}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 223}
{"loss": -0.2262539565563202, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7434343099594116, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 223}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 224}
{"loss": -0.24308636784553528, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7964421510696411, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 224}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 225}
{"loss": -0.2231428325176239, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7273721098899841, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 225}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 226}
{"loss": -0.24141520261764526, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.786268949508667, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 226}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 227}
{"loss": -0.2307279258966446, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.753382682800293, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 227}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 228}
{"loss": -0.22636005282402039, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.728312075138092, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 228}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 229}
{"loss": -0.22744520008563995, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7375614643096924, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 229}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 230}
{"loss": -0.24335560202598572, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7825928926467896, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 230}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 231}
{"loss": -0.23773987591266632, "acc": 0.9980734586715698, "acc_or": 0.9989800453186035, "sender_entropy": 0.7602409720420837, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 231}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 232}
{"loss": -0.2079947590827942, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6678844690322876, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 232}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 233}
{"loss": -0.25710052251815796, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8207710981369019, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 233}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 234}
{"loss": -0.2561315596103668, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8151106834411621, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 234}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 235}
{"loss": -0.24170942604541779, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7676333785057068, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 235}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 236}
{"loss": -0.19845105707645416, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6319882273674011, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 236}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 237}
{"loss": -0.27880749106407166, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.8789771795272827, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 237}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 238}
{"loss": -0.2180275171995163, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6843469738960266, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 238}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 239}
{"loss": -0.2452915459871292, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7746061682701111, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 239}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 240}
{"loss": -0.25471821427345276, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8001711368560791, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 240}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 241}
{"loss": -0.22898752987384796, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7217265963554382, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 241}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 242}
{"loss": -0.24716486036777496, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7753082513809204, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 242}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 243}
{"loss": -0.23881982266902924, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7434066534042358, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 243}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.998469352722168}, "epoch": 244}
{"loss": -0.26354753971099854, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8232974410057068, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 244}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 245}
{"loss": -0.2807382047176361, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.871191680431366, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 245}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 246}
{"loss": -0.2250368744134903, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.695610523223877, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 246}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 247}
{"loss": -0.23682519793510437, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.734428346157074, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 247}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 248}
{"loss": -0.225919708609581, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6939589977264404, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 248}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 249}
{"loss": -0.2548352777957916, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.786010205745697, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 249}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 250}
{"loss": -0.2593018114566803, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.799979567527771, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 250}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 251}
{"loss": -0.2623906135559082, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8049764037132263, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 251}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 252}
{"loss": -0.2685357332229614, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8223811388015747, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 252}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 253}
{"loss": -0.23242299258708954, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7108982801437378, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 253}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 254}
{"loss": -0.25751322507858276, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7855608463287354, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 254}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 255}
{"loss": -0.255607932806015, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7788450121879578, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 255}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 256}
{"loss": -0.19508476555347443, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.5874730944633484, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 256}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 257}
{"loss": -0.22052030265331268, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6709651947021484, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 257}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 258}
{"loss": -0.23602040112018585, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7161800861358643, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 258}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 259}
{"loss": -0.23720023036003113, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7139101028442383, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 259}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 260}
{"loss": -0.24455885589122772, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.740301787853241, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 260}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 261}
{"loss": -0.23872064054012299, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7189179062843323, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 261}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 262}
{"loss": -0.24226970970630646, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7254819869995117, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 262}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 263}
{"loss": -0.2536706030368805, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7611600756645203, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 263}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 264}
{"loss": -0.23556409776210785, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7035565972328186, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 264}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 265}
{"loss": -0.23225325345993042, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6916278600692749, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 265}
{"generalization hold out": {"acc": 0.4744897782802582, "acc_or": 0.714285671710968}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 266}
{"loss": -0.24622519314289093, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7351385354995728, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 266}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 267}
{"loss": -0.2367551326751709, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7045180201530457, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 267}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 268}
{"loss": -0.23558534681797028, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.6936843395233154, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 268}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 269}
{"loss": -0.26713165640830994, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7888340353965759, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 269}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 270}
{"loss": -0.25465941429138184, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7536922097206116, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 270}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 271}
{"loss": -0.25792115926742554, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.764224112033844, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 271}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 272}
{"loss": -0.26963359117507935, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7963571548461914, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 272}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 273}
{"loss": -0.23591117560863495, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.6958519220352173, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 273}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 274}
{"loss": -0.256373792886734, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7551531791687012, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 274}
{"generalization hold out": {"acc": 0.4642857015132904, "acc_or": 0.7066326141357422}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 275}
{"loss": -0.2693575620651245, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7895503640174866, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 275}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 276}
{"loss": -0.2601889967918396, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7632856369018555, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 276}
{"generalization hold out": {"acc": 0.4642857015132904, "acc_or": 0.7066326141357422}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 277}
{"loss": -0.24304133653640747, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7118819355964661, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 277}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 278}
{"loss": -0.22437018156051636, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6522058248519897, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 278}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 279}
{"loss": -0.24352394044399261, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7121208906173706, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 279}
{"generalization hold out": {"acc": 0.4642857015132904, "acc_or": 0.7066326141357422}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 280}
{"loss": -0.25624796748161316, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7460800409317017, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 280}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 281}
{"loss": -0.21527522802352905, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6251239776611328, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 281}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 282}
{"loss": -0.2678970694541931, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7770705819129944, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 282}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 283}
{"loss": -0.2776975631713867, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.8018618226051331, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 283}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 284}
{"loss": -0.2390248328447342, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6903971433639526, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 284}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 285}
{"loss": -0.2990916967391968, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8597357869148254, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 285}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 286}
{"loss": -0.25974905490875244, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7504581212997437, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 286}
{"generalization hold out": {"acc": 0.4642857015132904, "acc_or": 0.7066326141357422}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 287}
{"loss": -0.25552162528038025, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7364087104797363, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 287}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 288}
{"loss": -0.23901614546775818, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6886168718338013, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 288}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 289}
{"loss": -0.28063541650772095, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8016436696052551, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 289}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 290}
{"loss": -0.2545846104621887, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.726772129535675, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 290}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 291}
{"loss": -0.2422824203968048, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6917291283607483, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 291}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 292}
{"loss": -0.2760051488876343, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7889792919158936, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 292}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 293}
{"loss": -0.2296847105026245, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6543192267417908, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 293}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 294}
{"loss": -0.256727933883667, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7307699918746948, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 294}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 295}
{"loss": -0.2513863146305084, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7177207469940186, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 295}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 296}
{"loss": -0.26498356461524963, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7506589293479919, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 296}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 297}
{"loss": -0.19888076186180115, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.5648889541625977, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 297}
{"generalization hold out": {"acc": 0.4642857015132904, "acc_or": 0.7066326141357422}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 298}
{"loss": -0.2531481087207794, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7169703245162964, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 298}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 299}
{"loss": -0.22428877651691437, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6344908475875854, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 299}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 300}
{"loss": -0.28182220458984375, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7973527908325195, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 300}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 301}
{"loss": -0.2518787384033203, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7100419402122498, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 301}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 302}
{"loss": -0.24802301824092865, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6968235969543457, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 302}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 303}
{"loss": -0.24821530282497406, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7027134299278259, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 303}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 304}
{"loss": -0.2595096528530121, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7296253442764282, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 304}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 305}
{"loss": -0.257123738527298, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7165516018867493, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 305}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 306}
{"loss": -0.25150832533836365, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7054215669631958, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 306}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 307}
{"loss": -0.2558985650539398, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7156646847724915, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 307}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 308}
{"loss": -0.2670075595378876, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7460545897483826, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 308}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 309}
{"loss": -0.24084115028381348, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6734030246734619, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 309}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 310}
{"loss": -0.28659844398498535, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.797461211681366, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 310}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 311}
{"loss": -0.2809964120388031, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7820016145706177, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 311}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 312}
{"loss": -0.2444925457239151, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6782358288764954, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 312}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 313}
{"loss": -0.24305488169193268, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.677547812461853, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 313}
{"generalization hold out": {"acc": 0.4693877398967743, "acc_or": 0.7091836333274841}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 314}
{"loss": -0.2722419500350952, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.753415584564209, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 314}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 315}
{"loss": -0.255932480096817, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7094338536262512, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 315}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 316}
{"loss": -0.26666727662086487, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7361515760421753, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 316}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 317}
{"loss": -0.2630808651447296, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7248724699020386, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 317}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 318}
{"loss": -0.2610918879508972, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.719096839427948, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 318}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 319}
{"loss": -0.2612789273262024, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7212591171264648, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 319}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 320}
{"loss": -0.2689933180809021, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7393919229507446, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 320}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 321}
{"loss": -0.25622469186782837, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7033113837242126, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 321}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 322}
{"loss": -0.2557244598865509, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6997580528259277, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 322}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 323}
{"loss": -0.25934284925460815, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7100347876548767, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 323}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 324}
{"loss": -0.2846686840057373, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7805062532424927, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 324}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 325}
{"loss": -0.2587365508079529, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7083510160446167, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 325}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 326}
{"loss": -0.24884280562400818, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6820789575576782, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 326}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 327}
{"loss": -0.2536705732345581, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6915908455848694, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 327}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 328}
{"loss": -0.25449374318122864, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6915523409843445, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 328}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 329}
{"loss": -0.294585257768631, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7988012433052063, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 329}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 330}
{"loss": -0.2752631902694702, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7479116320610046, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 330}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 331}
{"loss": -0.26511797308921814, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7188510298728943, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 331}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 332}
{"loss": -0.27024781703948975, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7332000136375427, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 332}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 333}
{"loss": -0.2416677325963974, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6572725772857666, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 333}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 334}
{"loss": -0.2698637843132019, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7335804104804993, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 334}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 335}
{"loss": -0.2444084733724594, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6621875166893005, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 335}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 336}
{"loss": -0.27923980355262756, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7544135451316833, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 336}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 337}
{"loss": -0.2818435728549957, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7611252069473267, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 337}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 338}
{"loss": -0.2683504819869995, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7258281707763672, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 338}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 339}
{"loss": -0.27908995747566223, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7529435157775879, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 339}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 340}
{"loss": -0.2778136134147644, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7487644553184509, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 340}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 341}
{"loss": -0.2611413300037384, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7036716938018799, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 341}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 342}
{"loss": -0.25702086091041565, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6916717290878296, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 342}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 343}
{"loss": -0.27246588468551636, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7309539914131165, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 343}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 344}
{"loss": -0.29632648825645447, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7954980134963989, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 344}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 345}
{"loss": -0.2731415331363678, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.733211874961853, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 345}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 346}
{"loss": -0.2595713138580322, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6958969831466675, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 346}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 347}
{"loss": -0.27393215894699097, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7345449924468994, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 347}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 348}
{"loss": -0.24409198760986328, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6523911356925964, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 348}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 349}
{"loss": -0.2710722088813782, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7234269380569458, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 349}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 350}
{"loss": -0.2530118525028229, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6754366159439087, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 350}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 351}
{"loss": -0.2708522379398346, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7241052389144897, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 351}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 352}
{"loss": -0.27823638916015625, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.743217945098877, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 352}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 353}
{"loss": -0.25846967101097107, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6831100583076477, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 353}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 354}
{"loss": -0.261112779378891, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6936876177787781, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 354}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 355}
{"loss": -0.264403760433197, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7031102180480957, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 355}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 356}
{"loss": -0.269405335187912, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7144258618354797, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 356}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 357}
{"loss": -0.2670099139213562, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7073460817337036, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 357}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 358}
{"loss": -0.2560480535030365, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6789377927780151, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 358}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 359}
{"loss": -0.2956297695636749, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7823981046676636, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 359}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 360}
{"loss": -0.27618199586868286, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7301862239837646, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 360}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 361}
{"loss": -0.28707438707351685, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7607492208480835, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 361}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 362}
{"loss": -0.2805348038673401, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7413802742958069, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 362}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 363}
{"loss": -0.27370747923851013, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7229185700416565, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 363}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 364}
{"loss": -0.28377237915992737, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7500562071800232, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 364}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 365}
{"loss": -0.2547076642513275, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6729417443275452, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 365}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 366}
{"loss": -0.2841210961341858, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7495478987693787, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 366}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 367}
{"loss": -0.24901564419269562, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6530055999755859, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 367}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 368}
{"loss": -0.2500869035720825, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6559641361236572, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 368}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 369}
{"loss": -0.2439354658126831, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6410255432128906, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 369}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 370}
{"loss": -0.2680068910121918, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.701575517654419, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 370}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 371}
{"loss": -0.3070237636566162, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8045827150344849, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 371}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 372}
{"loss": -0.26843464374542236, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7012882232666016, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 372}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 373}
{"loss": -0.2751661241054535, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7200472950935364, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 373}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 374}
{"loss": -0.26065024733543396, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6802553534507751, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 374}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 375}
{"loss": -0.27047717571258545, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.706484854221344, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 375}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 376}
{"loss": -0.2741243243217468, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.713709831237793, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 376}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 377}
{"loss": -0.26634764671325684, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6956207156181335, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 377}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 378}
{"loss": -0.26014477014541626, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6768684387207031, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 378}
{"generalization hold out": {"acc": 0.4642857015132904, "acc_or": 0.7066326141357422}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 379}
{"loss": -0.2885884642601013, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.751221776008606, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 379}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 380}
{"loss": -0.2622930407524109, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6814529299736023, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 380}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 381}
{"loss": -0.2541530430316925, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6599242091178894, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 381}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 382}
{"loss": -0.2755148410797119, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7166252732276917, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 382}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 383}
{"loss": -0.31151890754699707, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8086389303207397, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 383}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 384}
{"loss": -0.2686576247215271, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6963311433792114, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 384}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 385}
{"loss": -0.27571550011634827, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.714242696762085, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 385}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 386}
{"loss": -0.2750483453273773, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7124639749526978, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 386}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 387}
{"loss": -0.254915714263916, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6564825177192688, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 387}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 388}
{"loss": -0.2604804039001465, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6700550317764282, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 388}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 389}
{"loss": -0.28582847118377686, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7405053973197937, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 389}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 390}
{"loss": -0.24595403671264648, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6336086392402649, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 390}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 391}
{"loss": -0.29749980568885803, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7698980569839478, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 391}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 392}
{"loss": -0.2746378481388092, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7088671922683716, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 392}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 393}
{"loss": -0.2605104148387909, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6723840832710266, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 393}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 394}
{"loss": -0.2767191231250763, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7108240723609924, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 394}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 395}
{"loss": -0.28787094354629517, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7417924404144287, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 395}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 396}
{"loss": -0.28391119837760925, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7312763333320618, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 396}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 397}
{"loss": -0.2584499418735504, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6625219583511353, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 397}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 398}
{"loss": -0.2835158705711365, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7277951836585999, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 398}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 399}
{"loss": -0.28901150822639465, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7411893606185913, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 399}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 400}
{"loss": -0.27296683192253113, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7010517716407776, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 400}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 401}
{"loss": -0.2797924876213074, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7174186110496521, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 401}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 402}
{"loss": -0.2733534574508667, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6997866630554199, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 402}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 403}
{"loss": -0.28519123792648315, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7328624725341797, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 403}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 404}
{"loss": -0.2713859975337982, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6949213743209839, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 404}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 405}
{"loss": -0.2496601939201355, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6369005441665649, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 405}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 406}
{"loss": -0.2883700430393219, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7382974624633789, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 406}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 407}
{"loss": -0.27362629771232605, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7011100053787231, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 407}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 408}
{"loss": -0.2891507148742676, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7391571998596191, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 408}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 409}
{"loss": -0.31101736426353455, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7928147912025452, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 409}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 410}
{"loss": -0.27414822578430176, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6964039206504822, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 410}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 411}
{"loss": -0.28147202730178833, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7183364033699036, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 411}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 412}
{"loss": -0.2800387740135193, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.713096559047699, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 412}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 413}
{"loss": -0.2855306565761566, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7263810038566589, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 413}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 414}
{"loss": -0.2539208233356476, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6404829025268555, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 414}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 415}
{"loss": -0.26235878467559814, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6680381298065186, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 415}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 416}
{"loss": -0.27750164270401, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.704535186290741, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 416}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 417}
{"loss": -0.2748158574104309, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6973212957382202, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 417}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 418}
{"loss": -0.2927009165287018, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7434025406837463, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 418}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 419}
{"loss": -0.28576308488845825, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7251700758934021, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 419}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 420}
{"loss": -0.31001824140548706, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7861666679382324, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 420}
{"generalization hold out": {"acc": 0.4642857015132904, "acc_or": 0.7066326141357422}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 421}
{"loss": -0.3187149167060852, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8050274848937988, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 421}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 422}
{"loss": -0.2807278037071228, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.711147665977478, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 422}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 423}
{"loss": -0.29033902287483215, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7359362840652466, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 423}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 424}
{"loss": -0.27255696058273315, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6895430088043213, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 424}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 425}
{"loss": -0.276385098695755, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6981675624847412, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 425}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 426}
{"loss": -0.290537565946579, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7329789996147156, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 426}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 427}
{"loss": -0.24562349915504456, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6180569529533386, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 427}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.9979591369628906}, "epoch": 428}
{"loss": -0.28283214569091797, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7135798335075378, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 428}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 429}
{"loss": -0.3009585440158844, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7592042088508606, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 429}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 430}
{"loss": -0.2924513816833496, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.736795961856842, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 430}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 431}
{"loss": -0.28986215591430664, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7309253811836243, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 431}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 432}
{"loss": -0.30408337712287903, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7655437588691711, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 432}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 433}
{"loss": -0.31117960810661316, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7825206518173218, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 433}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 434}
{"loss": -0.26299095153808594, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6579970717430115, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 434}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 435}
{"loss": -0.2714024484157562, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6783502697944641, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 435}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 436}
{"loss": -0.29814332723617554, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7499170899391174, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 436}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 437}
{"loss": -0.26417768001556396, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6633328199386597, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 437}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 438}
{"loss": -0.2789125144481659, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6978918313980103, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 438}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 439}
{"loss": -0.3020324409008026, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7559504508972168, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 439}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 440}
{"loss": -0.2834121584892273, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7100905179977417, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 440}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 441}
{"loss": -0.26382794976234436, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.659086287021637, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 441}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 442}
{"loss": -0.2660837471485138, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.6661853790283203, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 442}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 443}
{"loss": -0.29214048385620117, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7314891219139099, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 443}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 444}
{"loss": -0.25165095925331116, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6286762952804565, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 444}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 445}
{"loss": -0.2792714238166809, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6957053542137146, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 445}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 446}
{"loss": -0.31122806668281555, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7772470116615295, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 446}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 447}
{"loss": -0.27374595403671265, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6817330121994019, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 447}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 448}
{"loss": -0.2954238951206207, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7361850142478943, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 448}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 449}
{"loss": -0.26922592520713806, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6699796319007874, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 449}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 450}
{"loss": -0.3229961693286896, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8052086234092712, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 450}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 451}
{"loss": -0.31444671750068665, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7834545969963074, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 451}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 452}
{"loss": -0.26682212948799133, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6628228425979614, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 452}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 453}
{"loss": -0.29913148283958435, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7414100170135498, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 453}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 454}
{"loss": -0.2658635377883911, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6578388810157776, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 454}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 455}
{"loss": -0.29903262853622437, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7432258129119873, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 455}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 456}
{"loss": -0.2922382354736328, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7272598147392273, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 456}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 457}
{"loss": -0.28999605774879456, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7201712131500244, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 457}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 458}
{"loss": -0.31229379773139954, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7743480801582336, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 458}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 459}
{"loss": -0.29934364557266235, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7421976923942566, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 459}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 460}
{"loss": -0.28674206137657166, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7110714912414551, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 460}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.998469352722168}, "epoch": 461}
{"loss": -0.29621756076812744, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7333260178565979, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 461}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 462}
{"loss": -0.2960609793663025, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7333987951278687, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 462}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 463}
{"loss": -0.31037041544914246, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7691186666488647, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 463}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 464}
{"loss": -0.30203530192375183, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7479912042617798, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 464}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 465}
{"loss": -0.28979602456092834, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7156538367271423, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 465}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 466}
{"loss": -0.2877258062362671, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7092316150665283, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 466}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 467}
{"loss": -0.32956719398498535, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8141937255859375, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 467}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 468}
{"loss": -0.27370765805244446, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6751007437705994, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 468}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 469}
{"loss": -0.3263157308101654, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8054937124252319, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 469}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 470}
{"loss": -0.31136560440063477, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7676500678062439, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 470}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 471}
{"loss": -0.2551818788051605, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6261308193206787, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 471}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 472}
{"loss": -0.2845456600189209, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7002367377281189, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 472}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 473}
{"loss": -0.24812746047973633, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6086152195930481, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 473}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 474}
{"loss": -0.32110804319381714, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7898180484771729, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 474}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 475}
{"loss": -0.26935112476348877, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6617987155914307, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 475}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 476}
{"loss": -0.2749786972999573, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6756628155708313, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 476}
{"generalization hold out": {"acc": 0.4693877398967743, "acc_or": 0.7091836333274841}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 477}
{"loss": -0.2548666000366211, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6243224740028381, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 477}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 478}
{"loss": -0.2888332009315491, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.707699716091156, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 478}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 479}
{"loss": -0.30501773953437805, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7489355802536011, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 479}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 480}
{"loss": -0.3262130618095398, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7994008660316467, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 480}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 481}
{"loss": -0.298480361700058, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7315783500671387, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 481}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 482}
{"loss": -0.258383572101593, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.633652925491333, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 482}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 483}
{"loss": -0.3276260197162628, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8003770709037781, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 483}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 484}
{"loss": -0.3153604567050934, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7727741599082947, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 484}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 485}
{"loss": -0.29674196243286133, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7272545099258423, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 485}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 486}
{"loss": -0.2726505994796753, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6671538949012756, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 486}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 487}
{"loss": -0.3151869773864746, "acc": 0.997733473777771, "acc_or": 0.9988667368888855, "sender_entropy": 0.7728493809700012, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 487}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 488}
{"loss": -0.3275321424007416, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8013136386871338, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 488}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 489}
{"loss": -0.28617268800735474, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6990514993667603, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 489}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 490}
{"loss": -0.2824020981788635, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6892140507698059, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 490}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 491}
{"loss": -0.28407323360443115, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6926095485687256, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 491}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 492}
{"loss": -0.2906443178653717, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7082356810569763, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 492}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 493}
{"loss": -0.301680326461792, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7382791042327881, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 493}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 494}
{"loss": -0.32413771748542786, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.790046215057373, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 494}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 495}
{"loss": -0.30563685297966003, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.745695948600769, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 495}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 496}
{"loss": -0.29067113995552063, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.707905113697052, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 496}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 497}
{"loss": -0.2607744038105011, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6336943507194519, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 497}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 498}
{"loss": -0.2918720543384552, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7091694474220276, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 498}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 499}
{"loss": -0.3165052533149719, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7708960771560669, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 499}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 500}
{"loss": -0.29490336775779724, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7183604836463928, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 500}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 501}
{"loss": -0.3217637836933136, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7834240794181824, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 501}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 502}
{"loss": -0.2807393968105316, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6820783019065857, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 502}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 503}
{"loss": -0.3292628526687622, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8007063269615173, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 503}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 504}
{"loss": -0.2993541657924652, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.72847580909729, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 504}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 505}
{"loss": -0.32145190238952637, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7820696234703064, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 505}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 506}
{"loss": -0.2955212891101837, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7161304950714111, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 506}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 507}
{"loss": -0.2850799858570099, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6918833255767822, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 507}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 508}
{"loss": -0.3078325092792511, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7429909706115723, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 508}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 509}
{"loss": -0.2980179786682129, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7232846617698669, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 509}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 510}
{"loss": -0.31052136421203613, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7528048753738403, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 510}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 511}
{"loss": -0.28096020221710205, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6805879473686218, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 511}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 512}
{"loss": -0.3181706666946411, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7707126140594482, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 512}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 513}
{"loss": -0.31805771589279175, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7709173560142517, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 513}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 514}
{"loss": -0.3272760510444641, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7937201261520386, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 514}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 515}
{"loss": -0.3115015923976898, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7532547116279602, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 515}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 516}
{"loss": -0.29719462990760803, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7193257212638855, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 516}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 517}
{"loss": -0.3055134117603302, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7397558093070984, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 517}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 518}
{"loss": -0.333011656999588, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8037737011909485, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 518}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 519}
{"loss": -0.2724870443344116, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6563286781311035, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 519}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 520}
{"loss": -0.3134876787662506, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7565796375274658, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 520}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 521}
{"loss": -0.32870298624038696, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7937710285186768, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 521}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 522}
{"loss": -0.27491626143455505, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6644858121871948, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 522}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 523}
{"loss": -0.336825966835022, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8121331334114075, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 523}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 524}
{"loss": -0.2917131185531616, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.7036892175674438, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 524}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 525}
{"loss": -0.30560925602912903, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7365773320198059, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 525}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 526}
{"loss": -0.2791122496128082, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6728482842445374, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 526}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 527}
{"loss": -0.297839879989624, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7185638546943665, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 527}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 528}
{"loss": -0.25817179679870605, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6201571226119995, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 528}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 529}
{"loss": -0.3168766498565674, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7637958526611328, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 529}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 530}
{"loss": -0.28442877531051636, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6837128400802612, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 530}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 531}
{"loss": -0.305851548910141, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.735234797000885, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 531}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 532}
{"loss": -0.3180878162384033, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7648101449012756, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 532}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 533}
{"loss": -0.28591516613960266, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6870842576026917, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 533}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 534}
{"loss": -0.3234919309616089, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7754943370819092, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 534}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 535}
{"loss": -0.3370460271835327, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8085118532180786, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 535}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 536}
{"loss": -0.2913740873336792, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7002708911895752, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 536}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 537}
{"loss": -0.30625274777412415, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7352661490440369, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 537}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 538}
{"loss": -0.32274580001831055, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7743189930915833, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 538}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 539}
{"loss": -0.30090072751045227, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7213115692138672, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 539}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 540}
{"loss": -0.3262753188610077, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7833736538887024, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 540}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 541}
{"loss": -0.33998510241508484, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8148177862167358, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 541}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 542}
{"loss": -0.28230249881744385, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6765007972717285, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 542}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 543}
{"loss": -0.31142333149909973, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.745898962020874, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 543}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 544}
{"loss": -0.31284981966018677, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7500643134117126, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 544}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 545}
{"loss": -0.2749401330947876, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.6569565534591675, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 545}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 546}
{"loss": -0.2674728035926819, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6399438977241516, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 546}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 547}
{"loss": -0.29278209805488586, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.6992643475532532, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 547}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 548}
{"loss": -0.32265958189964294, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.769058108329773, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 548}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 549}
{"loss": -0.3263913691043854, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7811932563781738, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 549}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 550}
{"loss": -0.3700317442417145, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8856722712516785, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 550}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 551}
{"loss": -0.2736867368221283, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6541820168495178, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 551}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 552}
{"loss": -0.30631211400032043, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7325507998466492, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 552}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 553}
{"loss": -0.2693527340888977, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6413021087646484, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 553}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 554}
{"loss": -0.2792547643184662, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6667829155921936, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 554}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 555}
{"loss": -0.3565901517868042, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8518855571746826, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 555}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 556}
{"loss": -0.303558349609375, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7243125438690186, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 556}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 557}
{"loss": -0.295773983001709, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.705801784992218, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 557}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 558}
{"loss": -0.3124675452709198, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7442331314086914, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 558}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 559}
{"loss": -0.2888907194137573, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6889705061912537, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 559}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 560}
{"loss": -0.31282615661621094, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.746568500995636, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 560}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 561}
{"loss": -0.291119247674942, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6926611065864563, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 561}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 562}
{"loss": -0.2968856394290924, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7050529718399048, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 562}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 563}
{"loss": -0.3084450960159302, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.733086109161377, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 563}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 564}
{"loss": -0.281960129737854, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6672542691230774, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 564}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 565}
{"loss": -0.2929479777812958, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6970362067222595, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 565}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 566}
{"loss": -0.3254392445087433, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7727862000465393, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 566}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 567}
{"loss": -0.345098078250885, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.820289134979248, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 567}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 568}
{"loss": -0.31616079807281494, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7513153553009033, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 568}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 569}
{"loss": -0.3371410071849823, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7999675869941711, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 569}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 570}
{"loss": -0.3033325672149658, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7206780314445496, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 570}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 571}
{"loss": -0.3275156319141388, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7788599729537964, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 571}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 572}
{"loss": -0.27564358711242676, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6533869504928589, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 572}
{"generalization hold out": {"acc": 0.41326528787612915, "acc_or": 0.6811224222183228}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 573}
{"loss": -0.3378618061542511, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.8009369373321533, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 573}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 574}
{"loss": -0.3170813322067261, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7524045705795288, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 574}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 575}
{"loss": -0.3174148499965668, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7518346309661865, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 575}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 576}
{"loss": -0.2979844808578491, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7069567441940308, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 576}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 577}
{"loss": -0.2884595990180969, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6826300621032715, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 577}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 578}
{"loss": -0.31407421827316284, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7443709373474121, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 578}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 579}
{"loss": -0.33523064851760864, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7941321134567261, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 579}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 580}
{"loss": -0.2936933934688568, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6951910257339478, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 580}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 581}
{"loss": -0.32307228446006775, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7641773223876953, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 581}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 582}
{"loss": -0.31790173053741455, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7524470686912537, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 582}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 583}
{"loss": -0.32288819551467896, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7641173005104065, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 583}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 584}
{"loss": -0.32255056500434875, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7620042562484741, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 584}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 585}
{"loss": -0.29770657420158386, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7010971903800964, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 585}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 586}
{"loss": -0.28530871868133545, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6734404563903809, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 586}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 587}
{"loss": -0.30878570675849915, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7278060913085938, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 587}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 588}
{"loss": -0.30599310994148254, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.7225573062896729, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 588}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 589}
{"loss": -0.295149564743042, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.697616457939148, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 589}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 590}
{"loss": -0.32261383533477783, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7619673609733582, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 590}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 591}
{"loss": -0.28022047877311707, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6603485941886902, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 591}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 592}
{"loss": -0.2832617461681366, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6676073670387268, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 592}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 593}
{"loss": -0.33860188722610474, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7991584539413452, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 593}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 594}
{"loss": -0.3037570118904114, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7131854295730591, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 594}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 595}
{"loss": -0.34894877672195435, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8235282301902771, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 595}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9948979020118713, "acc_or": 0.9974489212036133}, "epoch": 596}
{"loss": -0.31827083230018616, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7506858706474304, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 596}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 597}
{"loss": -0.30640220642089844, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7213571071624756, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 597}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 598}
{"loss": -0.2995864748954773, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.701616644859314, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 598}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 599}
{"loss": -0.31518369913101196, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7411408424377441, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 599}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 600}
{"loss": -0.3012174367904663, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7073205709457397, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 600}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 601}
{"loss": -0.2912161350250244, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6842755079269409, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 601}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 602}
{"loss": -0.3057955205440521, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7197791337966919, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 602}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 603}
{"loss": -0.3017357885837555, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7090197801589966, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 603}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 604}
{"loss": -0.3337410092353821, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.7843024134635925, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 604}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 605}
{"loss": -0.28438735008239746, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6671196818351746, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 605}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 606}
{"loss": -0.3353884816169739, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7863277196884155, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 606}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 607}
{"loss": -0.2980519235134125, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6990501880645752, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 607}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 608}
{"loss": -0.3132513463497162, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7346419095993042, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 608}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 609}
{"loss": -0.32860448956489563, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7712782025337219, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 609}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 610}
{"loss": -0.3109976649284363, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7292280197143555, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 610}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 611}
{"loss": -0.3368876576423645, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7908384799957275, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 611}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 612}
{"loss": -0.3404976725578308, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7992015480995178, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 612}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 613}
{"loss": -0.27894675731658936, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6547669172286987, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 613}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 614}
{"loss": -0.2981184422969818, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6970953941345215, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 614}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 615}
{"loss": -0.2858353555202484, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6685957312583923, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 615}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 616}
{"loss": -0.30481642484664917, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.713517963886261, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 616}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 617}
{"loss": -0.2926737070083618, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6831089854240417, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 617}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 618}
{"loss": -0.3240918815135956, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7599067091941833, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 618}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 619}
{"loss": -0.31787019968032837, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.744154155254364, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 619}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 620}
{"loss": -0.30964601039886475, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7250326871871948, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 620}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 621}
{"loss": -0.28818678855895996, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6745618581771851, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 621}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 622}
{"loss": -0.2984665632247925, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.6970906257629395, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 622}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 623}
{"loss": -0.32239091396331787, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7542775273323059, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 623}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 624}
{"loss": -0.30928513407707214, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7229152321815491, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 624}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 625}
{"loss": -0.3219621777534485, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7524229884147644, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 625}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 626}
{"loss": -0.2782329320907593, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6511295437812805, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 626}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 627}
{"loss": -0.30601266026496887, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7129244804382324, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 627}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 628}
{"loss": -0.3020387589931488, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7071027159690857, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 628}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9948979020118713, "acc_or": 0.9974489212036133}, "epoch": 629}
{"loss": -0.32481929659843445, "acc": 0.9975067973136902, "acc_or": 0.9987534284591675, "sender_entropy": 0.7484479546546936, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 629}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 630}
{"loss": -0.3175462484359741, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7424057722091675, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 630}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 631}
{"loss": -0.3239847421646118, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7568653225898743, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 631}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 632}
{"loss": -0.3127434253692627, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7306568622589111, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 632}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 633}
{"loss": -0.28551968932151794, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6640339493751526, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 633}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 634}
{"loss": -0.3536427915096283, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8255622982978821, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 634}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 635}
{"loss": -0.3307599425315857, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.771625816822052, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 635}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 636}
{"loss": -0.3015552759170532, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7041184902191162, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 636}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 637}
{"loss": -0.3170439898967743, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7379799485206604, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 637}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 638}
{"loss": -0.3524281978607178, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8211719989776611, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 638}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 639}
{"loss": -0.2923987805843353, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.681415855884552, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 639}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 640}
{"loss": -0.32641780376434326, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.760569155216217, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 640}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 641}
{"loss": -0.3388651907444, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7894460558891296, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 641}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 642}
{"loss": -0.37410056591033936, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8714984655380249, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 642}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 643}
{"loss": -0.3003353774547577, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6982419490814209, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 643}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 644}
{"loss": -0.3080050051212311, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7143573760986328, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 644}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 645}
{"loss": -0.27917003631591797, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.648838460445404, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 645}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 646}
{"loss": -0.3040653169155121, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7071253657341003, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 646}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 647}
{"loss": -0.2851466238498688, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6631835699081421, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 647}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 648}
{"loss": -0.3282858729362488, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7637231349945068, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 648}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 649}
{"loss": -0.3182257413864136, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7393973469734192, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 649}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 650}
{"loss": -0.33710289001464844, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7838336229324341, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 650}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 651}
{"loss": -0.34772053360939026, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.8068485260009766, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 651}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 652}
{"loss": -0.3373872935771942, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7843091487884521, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 652}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 653}
{"loss": -0.2912966310977936, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6765334010124207, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 653}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 654}
{"loss": -0.2946853041648865, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6840053200721741, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 654}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 655}
{"loss": -0.3178560733795166, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7376533150672913, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 655}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 656}
{"loss": -0.3206343352794647, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.743594229221344, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 656}
{"generalization hold out": {"acc": 0.4234693646430969, "acc_or": 0.6862244606018066}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 657}
{"loss": -0.28799837827682495, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6666867136955261, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 657}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 658}
{"loss": -0.32469913363456726, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7520179748535156, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 658}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 659}
{"loss": -0.3365853428840637, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7808215022087097, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 659}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 660}
{"loss": -0.2903744876384735, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6719231605529785, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 660}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 661}
{"loss": -0.34405234456062317, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7984749674797058, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 661}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 662}
{"loss": -0.34020060300827026, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7882619500160217, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 662}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 663}
{"loss": -0.2790777087211609, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.646898090839386, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 663}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 664}
{"loss": -0.3042224943637848, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7040268778800964, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 664}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 665}
{"loss": -0.30024459958076477, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.6949374675750732, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 665}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 666}
{"loss": -0.3136292099952698, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7251666188240051, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 666}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 667}
{"loss": -0.2835588753223419, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6561864018440247, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 667}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 668}
{"loss": -0.28234434127807617, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6519633531570435, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 668}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 669}
{"loss": -0.30158504843711853, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6968425512313843, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 669}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 670}
{"loss": -0.2973657250404358, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.687187910079956, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 670}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 671}
{"loss": -0.3096676170825958, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7145773768424988, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 671}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 672}
{"loss": -0.33343705534935, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7720584869384766, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 672}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 673}
{"loss": -0.3441496193408966, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7960318922996521, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 673}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 674}
{"loss": -0.3605130612850189, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8345290422439575, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 674}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 675}
{"loss": -0.27931708097457886, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6442863345146179, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 675}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 676}
{"loss": -0.3329083323478699, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7654356360435486, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 676}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 677}
{"loss": -0.35073724389076233, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8103615045547485, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 677}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 678}
{"loss": -0.30205005407333374, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6970119476318359, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 678}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 679}
{"loss": -0.28036797046661377, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6472060680389404, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 679}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 680}
{"loss": -0.3492905795574188, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8057265877723694, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 680}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 681}
{"loss": -0.2807858884334564, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.646519124507904, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 681}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 682}
{"loss": -0.3085278272628784, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7104871869087219, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 682}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 683}
{"loss": -0.33454591035842896, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7723344564437866, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 683}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 684}
{"loss": -0.38363587856292725, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8863534331321716, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 684}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 685}
{"loss": -0.3111238181591034, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7178190350532532, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 685}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 686}
{"loss": -0.3355464041233063, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7736310362815857, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 686}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 687}
{"loss": -0.28285375237464905, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6518442034721375, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 687}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 688}
{"loss": -0.3208765983581543, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7385422587394714, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 688}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 689}
{"loss": -0.27439817786216736, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6293949484825134, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 689}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 690}
{"loss": -0.3003372550010681, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6900243163108826, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 690}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 691}
{"loss": -0.3510332405567169, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8074508905410767, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 691}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 692}
{"loss": -0.3337644338607788, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.7681788802146912, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 692}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 693}
{"loss": -0.3253922164440155, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7491398453712463, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 693}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 694}
{"loss": -0.3285287320613861, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.755893886089325, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 694}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 695}
{"loss": -0.35509440302848816, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8169278502464294, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 695}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 696}
{"loss": -0.3111551105976105, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7141703963279724, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 696}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 697}
{"loss": -0.30299490690231323, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.6958135366439819, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 697}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 698}
{"loss": -0.3291337788105011, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7534822225570679, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 698}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 699}
{"loss": -0.36548927426338196, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8394721746444702, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 699}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 700}
{"loss": -0.3398158550262451, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7805067300796509, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 700}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9989795684814453}, "epoch": 701}
{"loss": -0.32335367798805237, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7420928478240967, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 701}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 702}
{"loss": -0.3320156931877136, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7629810571670532, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 702}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 703}
{"loss": -0.3098503649234772, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7112585306167603, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 703}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 704}
{"loss": -0.38207051157951355, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8766277432441711, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 704}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 705}
{"loss": -0.3128468990325928, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7188435196876526, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 705}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 706}
{"loss": -0.3143095374107361, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7224748730659485, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 706}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 707}
{"loss": -0.34197959303855896, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7860345244407654, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 707}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 708}
{"loss": -0.36817666888237, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8454670906066895, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 708}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 709}
{"loss": -0.28254610300064087, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.646353006362915, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 709}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 710}
{"loss": -0.3085312843322754, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7072481513023376, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 710}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 711}
{"loss": -0.3588881492614746, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.823103666305542, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 711}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 712}
{"loss": -0.32795748114585876, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.751620888710022, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 712}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 713}
{"loss": -0.33830392360687256, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7755565047264099, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 713}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 714}
{"loss": -0.3151312470436096, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7206186652183533, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 714}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 715}
{"loss": -0.3581847846508026, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8213908076286316, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 715}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 716}
{"loss": -0.2899245023727417, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6644394397735596, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 716}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 717}
{"loss": -0.2799551486968994, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.6402860283851624, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 717}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 718}
{"loss": -0.36287736892700195, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.831304669380188, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 718}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 719}
{"loss": -0.2781504690647125, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6368342638015747, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 719}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 720}
{"loss": -0.32799193263053894, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.7517740726470947, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 720}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 721}
{"loss": -0.3748813271522522, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8585963249206543, "receiver_entropy": 0.0, "length": 3.999660015106201, "mode": "test", "epoch": 721}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 722}
{"loss": -0.34880250692367554, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7980769872665405, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 722}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 723}
{"loss": -0.3090270459651947, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7061370015144348, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 723}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 724}
{"loss": -0.3022463619709015, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6907027959823608, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 724}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 725}
{"loss": -0.32451069355010986, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7420996427536011, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 725}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 726}
{"loss": -0.3576638400554657, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8184669613838196, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 726}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 727}
{"loss": -0.37205061316490173, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.851869523525238, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 727}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 728}
{"loss": -0.3526281714439392, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8057564496994019, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 728}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 729}
{"loss": -0.355180025100708, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.811039388179779, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 729}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 730}
{"loss": -0.2772490978240967, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6322811841964722, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 730}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 731}
{"loss": -0.2892128825187683, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6595481634140015, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 731}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 732}
{"loss": -0.2974364757537842, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6792536973953247, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 732}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 733}
{"loss": -0.3156159818172455, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7206259965896606, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 733}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 734}
{"loss": -0.39243829250335693, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8969078063964844, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 734}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 735}
{"loss": -0.3466494679450989, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.79276442527771, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 735}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 736}
{"loss": -0.3752155005931854, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8584269285202026, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 736}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 737}
{"loss": -0.31054452061653137, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7093233466148376, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 737}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 738}
{"loss": -0.3337881863117218, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7634241580963135, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 738}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 739}
{"loss": -0.31593599915504456, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7179895639419556, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 739}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 740}
{"loss": -0.2962259352207184, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6738398671150208, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 740}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 741}
{"loss": -0.2850094139575958, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.647533118724823, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 741}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 742}
{"loss": -0.3213895559310913, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7329555153846741, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 742}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 743}
{"loss": -0.27215102314949036, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6193128824234009, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 743}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 744}
{"loss": -0.29842880368232727, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6797955632209778, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 744}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 745}
{"loss": -0.3616100251674652, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8230234980583191, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 745}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 746}
{"loss": -0.2741556465625763, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6232171058654785, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 746}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 747}
{"loss": -0.322501003742218, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7351991534233093, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 747}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 748}
{"loss": -0.33063870668411255, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7523794174194336, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 748}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 749}
{"loss": -0.32616743445396423, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.741172194480896, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 749}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 750}
{"loss": -0.3559461534023285, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8106188178062439, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 750}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 751}
{"loss": -0.32475170493125916, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.7391047477722168, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 751}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 752}
{"loss": -0.3255520761013031, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7403667569160461, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 752}
{"generalization hold out": {"acc": 0.4948979616165161, "acc_or": 0.7244898080825806}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 753}
{"loss": -0.3038291037082672, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.689539909362793, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 753}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 754}
{"loss": -0.3153878152370453, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7170491218566895, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 754}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 755}
{"loss": -0.34243011474609375, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7808812260627747, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 755}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 756}
{"loss": -0.3377385139465332, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.768597424030304, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 756}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 757}
{"loss": -0.3208385109901428, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7302906513214111, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 757}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 758}
{"loss": -0.30352428555488586, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6895060539245605, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 758}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 759}
{"loss": -0.30719825625419617, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.697652280330658, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 759}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 760}
{"loss": -0.3319178521633148, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7545244693756104, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 760}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 761}
{"loss": -0.3176218271255493, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7206574082374573, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 761}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 762}
{"loss": -0.3431752622127533, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7790340185165405, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 762}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 763}
{"loss": -0.38183775544166565, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.8677965402603149, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 763}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 764}
{"loss": -0.30254828929901123, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6873453855514526, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 764}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 765}
{"loss": -0.2803359925746918, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6343976855278015, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 765}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 766}
{"loss": -0.3402619957923889, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7726370096206665, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 766}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 767}
{"loss": -0.333756685256958, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7575670480728149, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 767}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 768}
{"loss": -0.2976282238960266, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6757010221481323, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 768}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 769}
{"loss": -0.313547819852829, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7127401828765869, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 769}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 770}
{"loss": -0.3137306869029999, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.711410641670227, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 770}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 771}
{"loss": -0.29542577266693115, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6692456603050232, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 771}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 772}
{"loss": -0.3351396918296814, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7615044713020325, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 772}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 773}
{"loss": -0.34113794565200806, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.773973822593689, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 773}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 774}
{"loss": -0.3236885666847229, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7342162728309631, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 774}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 775}
{"loss": -0.30634674429893494, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6947197318077087, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 775}
{"generalization hold out": {"acc": 0.4744897782802582, "acc_or": 0.714285671710968}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 776}
{"loss": -0.3288523852825165, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7457675933837891, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 776}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 777}
{"loss": -0.35042840242385864, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7938387393951416, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 777}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 778}
{"loss": -0.32881295680999756, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.745617151260376, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 778}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 779}
{"loss": -0.33300554752349854, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7520543932914734, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 779}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 780}
{"loss": -0.3560653030872345, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8072909712791443, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 780}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 781}
{"loss": -0.3347720205783844, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7580839991569519, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 781}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 782}
{"loss": -0.37078073620796204, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8401409387588501, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 782}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 783}
{"loss": -0.3274434804916382, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.741492509841919, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 783}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 784}
{"loss": -0.3681960999965668, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8339885473251343, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 784}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 785}
{"loss": -0.3736943304538727, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8462677597999573, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 785}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 786}
{"loss": -0.3325275778770447, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7523958683013916, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 786}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 787}
{"loss": -0.3306047320365906, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.747327446937561, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 787}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 788}
{"loss": -0.32172784209251404, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7266649603843689, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 788}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 789}
{"loss": -0.3374587893486023, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7632860541343689, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 789}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 790}
{"loss": -0.32302168011665344, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7301525473594666, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 790}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 791}
{"loss": -0.357448935508728, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8088049292564392, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 791}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 792}
{"loss": -0.3295879364013672, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7438128590583801, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 792}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 793}
{"loss": -0.354894757270813, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8029402494430542, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 793}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 794}
{"loss": -0.3544153571128845, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8006157279014587, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 794}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 795}
{"loss": -0.2761395275592804, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6224638819694519, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 795}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 796}
{"loss": -0.3330676257610321, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7529192566871643, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 796}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.9979591369628906}, "epoch": 797}
{"loss": -0.34373587369918823, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7771111726760864, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 797}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 798}
{"loss": -0.29567837715148926, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6669169068336487, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 798}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 799}
{"loss": -0.3256663382053375, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7345560789108276, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 799}
{"generalization hold out": {"acc": 0.43877550959587097, "acc_or": 0.6938775181770325}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 800}
{"loss": -0.32440733909606934, "acc": 0.9980734586715698, "acc_or": 0.9989800453186035, "sender_entropy": 0.7316898703575134, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 800}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 801}
{"loss": -0.3514924943447113, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7927408814430237, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 801}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 802}
{"loss": -0.32233262062072754, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7257949709892273, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 802}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 803}
{"loss": -0.2969213128089905, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6691642999649048, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 803}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 804}
{"loss": -0.35014182329177856, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7885933518409729, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 804}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 805}
{"loss": -0.3401484787464142, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7676974534988403, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 805}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 806}
{"loss": -0.324420303106308, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7270987033843994, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 806}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 807}
{"loss": -0.36867791414260864, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.831308901309967, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 807}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 808}
{"loss": -0.33475714921951294, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.754921019077301, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 808}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 809}
{"loss": -0.33617398142814636, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7593189477920532, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 809}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 810}
{"loss": -0.33275002241134644, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7502344250679016, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 810}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 811}
{"loss": -0.37810420989990234, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8523115515708923, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 811}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 812}
{"loss": -0.3447825014591217, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7756620049476624, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 812}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 813}
{"loss": -0.31582963466644287, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7108234167098999, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 813}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 814}
{"loss": -0.2551075518131256, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.5714514851570129, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 814}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 815}
{"loss": -0.3286517560482025, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7412934899330139, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 815}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 816}
{"loss": -0.3163573741912842, "acc": 0.9975067973136902, "acc_or": 0.9987534284591675, "sender_entropy": 0.7089291214942932, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 816}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 817}
{"loss": -0.35047152638435364, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7901321649551392, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 817}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 818}
{"loss": -0.3815055191516876, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8590303659439087, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 818}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 819}
{"loss": -0.2730500400066376, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6131019592285156, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 819}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 820}
{"loss": -0.31844857335090637, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7169596552848816, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 820}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 821}
{"loss": -0.34462597966194153, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7757939100265503, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 821}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 822}
{"loss": -0.3378453254699707, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7614452838897705, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 822}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 823}
{"loss": -0.35319074988365173, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7956005930900574, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 823}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 824}
{"loss": -0.302087664604187, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6800380945205688, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 824}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 825}
{"loss": -0.3667811453342438, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8246375322341919, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 825}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 826}
{"loss": -0.3463751971721649, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7786962389945984, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 826}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 827}
{"loss": -0.378032386302948, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8515613079071045, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 827}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 828}
{"loss": -0.3506655991077423, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7881034016609192, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 828}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 829}
{"loss": -0.3114672303199768, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6996992826461792, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 829}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 830}
{"loss": -0.3557076156139374, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7997692823410034, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 830}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 831}
{"loss": -0.35090288519859314, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7881975173950195, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 831}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 832}
{"loss": -0.3269044756889343, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7347388863563538, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 832}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 833}
{"loss": -0.3374679386615753, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7578467130661011, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 833}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 834}
{"loss": -0.33267220854759216, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7467831373214722, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 834}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 835}
{"loss": -0.3293966054916382, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7386116981506348, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 835}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 836}
{"loss": -0.3304191529750824, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7424240708351135, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 836}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 837}
{"loss": -0.3210180103778839, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7205314636230469, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 837}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 838}
{"loss": -0.26962780952453613, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6036588549613953, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 838}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 839}
{"loss": -0.30960527062416077, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6952600479125977, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 839}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 840}
{"loss": -0.35152891278266907, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7890727519989014, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 840}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 841}
{"loss": -0.31642669439315796, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7090873122215271, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 841}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 842}
{"loss": -0.33171817660331726, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7459906935691833, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 842}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 843}
{"loss": -0.3135599195957184, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7041902542114258, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 843}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 844}
{"loss": -0.3490293025970459, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.7837095856666565, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 844}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 845}
{"loss": -0.29629892110824585, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6642615795135498, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 845}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 846}
{"loss": -0.32366126775741577, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7260782122612, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 846}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 847}
{"loss": -0.3369414210319519, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7553305625915527, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 847}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.9979591369628906}, "epoch": 848}
{"loss": -0.36537444591522217, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8201189637184143, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 848}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 849}
{"loss": -0.33346274495124817, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7474423050880432, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 849}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 850}
{"loss": -0.2985040247440338, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6680263876914978, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 850}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 851}
{"loss": -0.31131264567375183, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6975705027580261, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 851}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 852}
{"loss": -0.343304306268692, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7699888944625854, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 852}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 853}
{"loss": -0.3145778179168701, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7033121585845947, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 853}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 854}
{"loss": -0.325928658246994, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7303903102874756, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 854}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 855}
{"loss": -0.330264687538147, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7400491237640381, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 855}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 856}
{"loss": -0.3292303681373596, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7370516061782837, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 856}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 857}
{"loss": -0.403825044631958, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.9050381183624268, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 857}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 858}
{"loss": -0.36461570858955383, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8174357414245605, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 858}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 859}
{"loss": -0.3503073751926422, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7844790816307068, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 859}
{"generalization hold out": {"acc": 0.4285714328289032, "acc_or": 0.6887754797935486}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 860}
{"loss": -0.34363171458244324, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7687119841575623, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 860}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 861}
{"loss": -0.338062047958374, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.757416844367981, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 861}
{"generalization hold out": {"acc": 0.4234693646430969, "acc_or": 0.6862244606018066}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 862}
{"loss": -0.332474023103714, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7440860867500305, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 862}
{"generalization hold out": {"acc": 0.4234693646430969, "acc_or": 0.6862244606018066}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 863}
{"loss": -0.3402843475341797, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.761216402053833, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 863}
{"generalization hold out": {"acc": 0.41326528787612915, "acc_or": 0.6811224222183228}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 864}
{"loss": -0.33884426951408386, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7573460340499878, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 864}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 865}
{"loss": -0.3800467848777771, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8508174419403076, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 865}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 866}
{"loss": -0.3244064152240753, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7238047122955322, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 866}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 867}
{"loss": -0.3840540647506714, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8589663505554199, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 867}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 868}
{"loss": -0.33834949135780334, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.758110761642456, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 868}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 869}
{"loss": -0.2960679829120636, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6611281633377075, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 869}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 870}
{"loss": -0.3202824294567108, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7143818140029907, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 870}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 871}
{"loss": -0.3759777843952179, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8419336676597595, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 871}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 872}
{"loss": -0.32199716567993164, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7199098467826843, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 872}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 873}
{"loss": -0.289080947637558, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6427735090255737, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 873}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 874}
{"loss": -0.3546750545501709, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7928981184959412, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 874}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 875}
{"loss": -0.31146439909935, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6959398984909058, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 875}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 876}
{"loss": -0.3057662844657898, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6820569634437561, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 876}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 877}
{"loss": -0.36832982301712036, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8235470652580261, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 877}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 878}
{"loss": -0.33539408445358276, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7501357793807983, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 878}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 879}
{"loss": -0.3156396746635437, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7051343321800232, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 879}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 880}
{"loss": -0.31592226028442383, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7054305076599121, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 880}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 881}
{"loss": -0.34266653656959534, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7641019225120544, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 881}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 882}
{"loss": -0.3804004490375519, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8418223261833191, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 882}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 883}
{"loss": -0.40671664476394653, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.909150242805481, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 883}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 884}
{"loss": -0.35016363859176636, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7810021042823792, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 884}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 885}
{"loss": -0.32606062293052673, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7274250388145447, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 885}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 886}
{"loss": -0.3405672609806061, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7602773308753967, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 886}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 887}
{"loss": -0.35730674862861633, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7978981733322144, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 887}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 888}
{"loss": -0.32252827286720276, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7194648385047913, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 888}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 889}
{"loss": -0.33510828018188477, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7474066615104675, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 889}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 890}
{"loss": -0.35517898201942444, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7923896312713623, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 890}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 891}
{"loss": -0.3370262682437897, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.752464234828949, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 891}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 892}
{"loss": -0.2976882755756378, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6634770035743713, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 892}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 893}
{"loss": -0.2994319498538971, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.6676821112632751, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 893}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 894}
{"loss": -0.33289390802383423, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.742152750492096, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 894}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 895}
{"loss": -0.37195324897766113, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8300427198410034, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 895}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 896}
{"loss": -0.3638356924057007, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8100770711898804, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 896}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 897}
{"loss": -0.3421610891819, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7627712488174438, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 897}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 898}
{"loss": -0.3081861436367035, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6858017444610596, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 898}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 899}
{"loss": -0.35166823863983154, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.782909631729126, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 899}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 900}
{"loss": -0.3325865864753723, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7404715418815613, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 900}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 901}
{"loss": -0.3550257980823517, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7911137938499451, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 901}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 902}
{"loss": -0.3655824065208435, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8145521879196167, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 902}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 903}
{"loss": -0.3334694504737854, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7424388527870178, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 903}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 904}
{"loss": -0.3374546766281128, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7508826851844788, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 904}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 905}
{"loss": -0.293145090341568, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6520915031433105, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 905}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 906}
{"loss": -0.3445272743701935, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7646077871322632, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 906}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 907}
{"loss": -0.38889646530151367, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8660665154457092, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 907}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 908}
{"loss": -0.3709419369697571, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8257078528404236, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 908}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 909}
{"loss": -0.33686521649360657, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7500848174095154, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 909}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 910}
{"loss": -0.29748231172561646, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6600383520126343, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 910}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 911}
{"loss": -0.3070981502532959, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.682977557182312, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 911}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 912}
{"loss": -0.2982936501502991, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6619473695755005, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 912}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 913}
{"loss": -0.3097074329853058, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6879929304122925, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 913}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 914}
{"loss": -0.30017659068107605, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.66734379529953, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 914}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 915}
{"loss": -0.38491806387901306, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8554279208183289, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 915}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 916}
{"loss": -0.36376139521598816, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8094925284385681, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 916}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 917}
{"loss": -0.31630808115005493, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7028175592422485, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 917}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 918}
{"loss": -0.3567574620246887, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7938070893287659, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 918}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 919}
{"loss": -0.34395962953567505, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7641984820365906, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 919}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 920}
{"loss": -0.3200024962425232, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7099764347076416, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 920}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 921}
{"loss": -0.3350122272968292, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.74418044090271, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 921}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 922}
{"loss": -0.3626822233200073, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8060728311538696, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 922}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 923}
{"loss": -0.3458213806152344, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7678654193878174, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 923}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 924}
{"loss": -0.3222457766532898, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7148451805114746, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 924}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 925}
{"loss": -0.34826958179473877, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7742222547531128, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 925}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 926}
{"loss": -0.36147454380989075, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8031210899353027, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 926}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 927}
{"loss": -0.2807178497314453, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6215685606002808, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 927}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 928}
{"loss": -0.366742879152298, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8148788809776306, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 928}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 929}
{"loss": -0.3374156355857849, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7481677532196045, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 929}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 930}
{"loss": -0.34739989042282104, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7712324261665344, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 930}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 931}
{"loss": -0.36428946256637573, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8080797791481018, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 931}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 932}
{"loss": -0.3329131305217743, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7394722700119019, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 932}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 933}
{"loss": -0.32808974385261536, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7274683713912964, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 933}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 934}
{"loss": -0.36597174406051636, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8136836886405945, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 934}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 935}
{"loss": -0.3166668713092804, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7018957734107971, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 935}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 936}
{"loss": -0.2879307270050049, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6382613778114319, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 936}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 937}
{"loss": -0.33651378750801086, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7467741370201111, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 937}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 938}
{"loss": -0.331876277923584, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.73598712682724, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 938}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 939}
{"loss": -0.3899610638618469, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8643937706947327, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 939}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 940}
{"loss": -0.3285331130027771, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.728531539440155, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 940}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 941}
{"loss": -0.2826216518878937, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6246596574783325, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 941}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 942}
{"loss": -0.3065311908721924, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6794165372848511, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 942}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 943}
{"loss": -0.3253931701183319, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7219576835632324, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 943}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 944}
{"loss": -0.3190225064754486, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7070536613464355, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 944}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 945}
{"loss": -0.34615063667297363, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.7679409980773926, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 945}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 946}
{"loss": -0.4003649353981018, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8877665996551514, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 946}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 947}
{"loss": -0.40140214562416077, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8896855115890503, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 947}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 948}
{"loss": -0.3336199223995209, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7396038770675659, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 948}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 949}
{"loss": -0.2735122740268707, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6051217913627625, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 949}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 950}
{"loss": -0.3243820369243622, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7174583673477173, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 950}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 951}
{"loss": -0.3310769200325012, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.733809769153595, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 951}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 952}
{"loss": -0.3381219208240509, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7495347261428833, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 952}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 953}
{"loss": -0.3189825415611267, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7051578760147095, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 953}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 954}
{"loss": -0.31567081809043884, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6987888216972351, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 954}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 955}
{"loss": -0.3706398010253906, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8207851648330688, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 955}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 956}
{"loss": -0.3312434256076813, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7333916425704956, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 956}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 957}
{"loss": -0.3264724016189575, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7212903499603271, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 957}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 958}
{"loss": -0.28958460688591003, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6402696371078491, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 958}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 959}
{"loss": -0.33233630657196045, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7352215051651001, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 959}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 960}
{"loss": -0.3219757378101349, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7117390632629395, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 960}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 961}
{"loss": -0.3361862599849701, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7433180212974548, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 961}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 962}
{"loss": -0.333670437335968, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7392826080322266, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 962}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 963}
{"loss": -0.3600250482559204, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7970805764198303, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 963}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 964}
{"loss": -0.3333840072154999, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7378125786781311, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 964}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 965}
{"loss": -0.29743826389312744, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6569439172744751, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 965}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 966}
{"loss": -0.3485954999923706, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.771026074886322, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 966}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 967}
{"loss": -0.2995232045650482, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.6614825129508972, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 967}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 968}
{"loss": -0.34916722774505615, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7716261744499207, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 968}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 969}
{"loss": -0.3267349898815155, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.721479594707489, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 969}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 970}
{"loss": -0.2996017336845398, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6617376804351807, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 970}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 971}
{"loss": -0.3494478762149811, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7724242806434631, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 971}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 972}
{"loss": -0.3018854260444641, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6652540564537048, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 972}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 973}
{"loss": -0.2923770546913147, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6442019939422607, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 973}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 974}
{"loss": -0.33581799268722534, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7422354221343994, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 974}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 975}
{"loss": -0.3328341245651245, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7354651689529419, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 975}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 976}
{"loss": -0.3594208359718323, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7938967347145081, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 976}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 977}
{"loss": -0.33527567982673645, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7413116693496704, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 977}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 978}
{"loss": -0.32630664110183716, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7203665375709534, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 978}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 979}
{"loss": -0.29911288619041443, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6599798202514648, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 979}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 980}
{"loss": -0.34815713763237, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7691298723220825, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 980}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 981}
{"loss": -0.28316619992256165, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6221455931663513, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 981}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 982}
{"loss": -0.3890230655670166, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8602327108383179, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 982}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 983}
{"loss": -0.31163501739501953, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.686680793762207, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 983}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 984}
{"loss": -0.36679381132125854, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8096923828125, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 984}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 985}
{"loss": -0.34403806924819946, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7601105570793152, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 985}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 986}
{"loss": -0.3387521207332611, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7474436163902283, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 986}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 987}
{"loss": -0.2958892285823822, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6510394215583801, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 987}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 988}
{"loss": -0.4031509459018707, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8911049962043762, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 988}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 989}
{"loss": -0.31350013613700867, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6918017864227295, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 989}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 990}
{"loss": -0.3716067671775818, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8202077150344849, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 990}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 991}
{"loss": -0.39120471477508545, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8627945780754089, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 991}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 992}
{"loss": -0.3235262930393219, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7135827541351318, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 992}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 993}
{"loss": -0.3615500032901764, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7979985475540161, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 993}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 994}
{"loss": -0.3323969841003418, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7324959635734558, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 994}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 995}
{"loss": -0.2720301151275635, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.5974442958831787, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 995}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 996}
{"loss": -0.34125545620918274, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.752943217754364, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 996}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 997}
{"loss": -0.31483304500579834, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6931585073471069, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 997}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 998}
{"loss": -0.40150898694992065, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8860020041465759, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 998}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 999}
{"loss": -0.29321420192718506, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6450210213661194, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 999}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1000}
{"loss": -0.33300548791885376, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7331098914146423, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1000}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1001}
{"loss": -0.3250376582145691, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7157518267631531, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1001}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1002}
{"loss": -0.35675930976867676, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7857156991958618, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1002}
{"generalization hold out": {"acc": 0.43877550959587097, "acc_or": 0.6938775181770325}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1003}
{"loss": -0.3666043281555176, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8084379434585571, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1003}
{"generalization hold out": {"acc": 0.4285714328289032, "acc_or": 0.6887754797935486}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1004}
{"loss": -0.32591110467910767, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7171729207038879, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1004}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1005}
{"loss": -0.3291567862033844, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7248554229736328, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1005}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1006}
{"loss": -0.3407602906227112, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7501161098480225, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1006}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1007}
{"loss": -0.3684671223163605, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8122672438621521, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1007}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1008}
{"loss": -0.35739055275917053, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7875952124595642, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1008}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1009}
{"loss": -0.354184091091156, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7807197570800781, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1009}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1010}
{"loss": -0.31735464930534363, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6987272500991821, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1010}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1011}
{"loss": -0.338315486907959, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7448668479919434, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1011}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1012}
{"loss": -0.3604492247104645, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7932727932929993, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1012}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1013}
{"loss": -0.3461786210536957, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7621345520019531, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1013}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1014}
{"loss": -0.3220943212509155, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7068390250205994, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1014}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1015}
{"loss": -0.3629874587059021, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7984746694564819, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1015}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1016}
{"loss": -0.30520644783973694, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6708756685256958, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1016}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1017}
{"loss": -0.3534286320209503, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7775753736495972, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1017}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1018}
{"loss": -0.3270978033542633, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7202275991439819, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1018}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1019}
{"loss": -0.3093009293079376, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6791349053382874, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1019}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1020}
{"loss": -0.35113510489463806, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7723104357719421, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1020}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1021}
{"loss": -0.38094502687454224, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8378708958625793, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1021}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1022}
{"loss": -0.3415968716144562, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7506692409515381, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1022}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1023}
{"loss": -0.3181709945201874, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6990035176277161, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1023}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1024}
{"loss": -0.3498857021331787, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7694380879402161, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1024}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1025}
{"loss": -0.3087044358253479, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6784949898719788, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1025}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1026}
{"loss": -0.3430626392364502, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7539021372795105, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1026}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1027}
{"loss": -0.3797173798084259, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8359014987945557, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1027}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1028}
{"loss": -0.3517526388168335, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7735902667045593, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1028}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.9979591369628906}, "epoch": 1029}
{"loss": -0.3269330859184265, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7193355560302734, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1029}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1030}
{"loss": -0.304004430770874, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6677157282829285, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1030}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1031}
{"loss": -0.3144778609275818, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6913871169090271, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1031}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1032}
{"loss": -0.3390794098377228, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7445806264877319, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1032}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1033}
{"loss": -0.377612441778183, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8295531868934631, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1033}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1034}
{"loss": -0.379639208316803, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8338494300842285, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1034}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1035}
{"loss": -0.30905401706695557, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.6778803467750549, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1035}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1036}
{"loss": -0.3805375397205353, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8340264558792114, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1036}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1037}
{"loss": -0.31760701537132263, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6980065703392029, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1037}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1038}
{"loss": -0.27355384826660156, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.5988730788230896, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1038}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1039}
{"loss": -0.30953410267829895, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6794505715370178, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1039}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1040}
{"loss": -0.3245658278465271, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7129471898078918, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1040}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1041}
{"loss": -0.3100741505622864, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6806206107139587, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1041}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1042}
{"loss": -0.31713828444480896, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6956913471221924, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1042}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1043}
{"loss": -0.31028270721435547, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6812818646430969, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1043}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.998469352722168}, "epoch": 1044}
{"loss": -0.36973315477371216, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8118991851806641, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1044}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1045}
{"loss": -0.3519640564918518, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7726159691810608, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1045}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1046}
{"loss": -0.2914433181285858, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.6383562684059143, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1046}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1047}
{"loss": -0.299888014793396, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6570577621459961, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1047}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1048}
{"loss": -0.27616286277770996, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6051296591758728, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1048}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1049}
{"loss": -0.3079991042613983, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.673149824142456, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1049}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1050}
{"loss": -0.30555737018585205, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6701423525810242, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1050}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1051}
{"loss": -0.40024134516716003, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8781673908233643, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1051}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1052}
{"loss": -0.3645269572734833, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7986665964126587, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1052}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1053}
{"loss": -0.3478206992149353, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7624407410621643, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1053}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1054}
{"loss": -0.35918834805488586, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7874194383621216, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1054}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1055}
{"loss": -0.33099353313446045, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7250422239303589, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1055}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1056}
{"loss": -0.33666935563087463, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7383156418800354, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1056}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1057}
{"loss": -0.3836330771446228, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8419663310050964, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1057}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1058}
{"loss": -0.3148713707923889, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6896024346351624, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1058}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1059}
{"loss": -0.3095674514770508, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6778678297996521, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1059}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1060}
{"loss": -0.4032508432865143, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8843786120414734, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1060}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1061}
{"loss": -0.40670156478881836, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8919221758842468, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1061}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1062}
{"loss": -0.3537115454673767, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7738197445869446, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1062}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1063}
{"loss": -0.3268776535987854, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7160084247589111, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1063}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1064}
{"loss": -0.3229271173477173, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7068222165107727, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1064}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1065}
{"loss": -0.3229205012321472, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.707495391368866, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1065}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1066}
{"loss": -0.38410118222236633, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8426148295402527, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1066}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1067}
{"loss": -0.38062921166419983, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8345000743865967, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1067}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1068}
{"loss": -0.3864693343639374, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.847212016582489, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1068}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1069}
{"loss": -0.31210431456565857, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6835852265357971, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1069}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1070}
{"loss": -0.3621472120285034, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7936447262763977, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1070}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1071}
{"loss": -0.3189224600791931, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.698233425617218, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1071}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1072}
{"loss": -0.33027857542037964, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7221416234970093, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1072}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1073}
{"loss": -0.2809656262397766, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6136413812637329, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1073}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1074}
{"loss": -0.3849831223487854, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.842892050743103, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1074}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7066326141357422}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1075}
{"loss": -0.31824779510498047, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.69557124376297, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1075}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1076}
{"loss": -0.3288569450378418, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7201197743415833, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1076}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1077}
{"loss": -0.40178167819976807, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8803167343139648, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1077}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1078}
{"loss": -0.3309675455093384, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7248358130455017, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1078}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1079}
{"loss": -0.3365453779697418, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7359368205070496, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1079}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1080}
{"loss": -0.30529412627220154, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6660138368606567, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1080}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1081}
{"loss": -0.4080473780632019, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8930783867835999, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1081}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1082}
{"loss": -0.3979782164096832, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8718425631523132, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1082}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1083}
{"loss": -0.3613445460796356, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7910930514335632, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1083}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1084}
{"loss": -0.38888806104660034, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8523779511451721, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1084}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1085}
{"loss": -0.3171781897544861, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6921091675758362, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1085}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1086}
{"loss": -0.37092554569244385, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8114530444145203, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1086}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1087}
{"loss": -0.30391359329223633, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6636846661567688, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1087}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1088}
{"loss": -0.3490799069404602, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7632171511650085, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1088}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1089}
{"loss": -0.34665757417678833, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7579063773155212, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1089}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1090}
{"loss": -0.29588782787323, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6465336084365845, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1090}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1091}
{"loss": -0.2968318462371826, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6468304395675659, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1091}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1092}
{"loss": -0.36577510833740234, "acc": 0.9975067973136902, "acc_or": 0.9987534284591675, "sender_entropy": 0.789688229560852, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1092}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1093}
{"loss": -0.33204028010368347, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7250104546546936, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1093}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1094}
{"loss": -0.31887465715408325, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.696988046169281, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1094}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1095}
{"loss": -0.3865025043487549, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8443275690078735, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1095}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1096}
{"loss": -0.4130650460720062, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.9027153849601746, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1096}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1097}
{"loss": -0.3735404312610626, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8168821930885315, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1097}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1098}
{"loss": -0.3356572687625885, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7331163287162781, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1098}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1099}
{"loss": -0.35377371311187744, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7721413373947144, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1099}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1100}
{"loss": -0.3327890634536743, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7278329133987427, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1100}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1101}
{"loss": -0.3389299213886261, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7412001490592957, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1101}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1102}
{"loss": -0.3421238362789154, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7467055320739746, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1102}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1103}
{"loss": -0.3592275381088257, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7844973206520081, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1103}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1104}
{"loss": -0.3424686789512634, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.747604250907898, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1104}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1105}
{"loss": -0.3604307472705841, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7864018082618713, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1105}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1106}
{"loss": -0.3492554724216461, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7629058957099915, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1106}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1107}
{"loss": -0.3239665925502777, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7076612114906311, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1107}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1108}
{"loss": -0.3381704092025757, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7383478879928589, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1108}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1109}
{"loss": -0.3831690549850464, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8366780281066895, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1109}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1110}
{"loss": -0.3428065776824951, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7483042478561401, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1110}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1111}
{"loss": -0.34880131483078003, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7625383734703064, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1111}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1112}
{"loss": -0.35191023349761963, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7682410478591919, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1112}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1113}
{"loss": -0.3053978681564331, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.6656754612922668, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1113}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1114}
{"loss": -0.32569995522499084, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7105329632759094, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1114}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1115}
{"loss": -0.33071520924568176, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7219312191009521, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1115}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1116}
{"loss": -0.35103610157966614, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7655413150787354, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1116}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1117}
{"loss": -0.32577571272850037, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7100672721862793, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1117}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1118}
{"loss": -0.3944302201271057, "acc": 0.9973934888839722, "acc_or": 0.9986967444419861, "sender_entropy": 0.8552446365356445, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1118}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1119}
{"loss": -0.3659020960330963, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7989030480384827, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1119}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1120}
{"loss": -0.33154454827308655, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7223232388496399, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1120}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1121}
{"loss": -0.438392698764801, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.9579125046730042, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1121}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1122}
{"loss": -0.3460870087146759, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7552247047424316, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1122}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1123}
{"loss": -0.3231700658798218, "acc": 0.9985267519950867, "acc_or": 0.999263346195221, "sender_entropy": 0.7037689089775085, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1123}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1124}
{"loss": -0.39434492588043213, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8606357574462891, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1124}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1125}
{"loss": -0.42336195707321167, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.9249140024185181, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1125}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1126}
{"loss": -0.3908412456512451, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8533909916877747, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1126}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1127}
{"loss": -0.3450847566127777, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7533572316169739, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1127}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1128}
{"loss": -0.36522170901298523, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7956007122993469, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1128}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1129}
{"loss": -0.3099905848503113, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6756816506385803, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1129}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1130}
{"loss": -0.3645683228969574, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.795336127281189, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1130}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1131}
{"loss": -0.30298301577568054, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6599905490875244, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1131}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1132}
{"loss": -0.321595162153244, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7002907395362854, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1132}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1133}
{"loss": -0.38508105278015137, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8394709825515747, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1133}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1134}
{"loss": -0.2993745505809784, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6514361500740051, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1134}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1135}
{"loss": -0.267126202583313, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.579589307308197, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1135}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1136}
{"loss": -0.36664193868637085, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7986248135566711, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1136}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1137}
{"loss": -0.29903069138526917, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6509951949119568, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1137}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1138}
{"loss": -0.31173568964004517, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6781310439109802, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1138}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1139}
{"loss": -0.4268205165863037, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.930311381816864, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1139}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1140}
{"loss": -0.33656930923461914, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7329355478286743, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1140}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1141}
{"loss": -0.3102864921092987, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6751928925514221, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1141}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1142}
{"loss": -0.3661862313747406, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7978097200393677, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1142}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1143}
{"loss": -0.36516237258911133, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7961611747741699, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1143}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1144}
{"loss": -0.3461548089981079, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7545340061187744, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1144}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1145}
{"loss": -0.3147723078727722, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6836032867431641, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1145}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1146}
{"loss": -0.3534562587738037, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7695172429084778, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1146}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1147}
{"loss": -0.35065463185310364, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7642286419868469, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1147}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1148}
{"loss": -0.3570430874824524, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.777470588684082, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1148}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1149}
{"loss": -0.2923039495944977, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6346030831336975, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1149}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1150}
{"loss": -0.4129382371902466, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8999685645103455, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1150}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1151}
{"loss": -0.36445513367652893, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.792072057723999, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1151}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1152}
{"loss": -0.4199264645576477, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.9133542776107788, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1152}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1153}
{"loss": -0.29779869318008423, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.645004391670227, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1153}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1154}
{"loss": -0.3102487027645111, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6741264462471008, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1154}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1155}
{"loss": -0.26726025342941284, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.5802637338638306, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1155}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1156}
{"loss": -0.2967940866947174, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6447356939315796, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1156}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1157}
{"loss": -0.4426649808883667, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.9640617370605469, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1157}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1158}
{"loss": -0.3263503611087799, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7089719176292419, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1158}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1159}
{"loss": -0.35923507809638977, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7802651524543762, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1159}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1160}
{"loss": -0.3038540184497833, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6599514484405518, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1160}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1161}
{"loss": -0.3397575318813324, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7385401129722595, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1161}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1162}
{"loss": -0.3667033910751343, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7970128059387207, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1162}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1163}
{"loss": -0.3703819513320923, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8058591485023499, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1163}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1164}
{"loss": -0.32906994223594666, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.715701699256897, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1164}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1165}
{"loss": -0.3434010148048401, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7471562027931213, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1165}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1166}
{"loss": -0.2783688008785248, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6040170788764954, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1166}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1167}
{"loss": -0.3129575252532959, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6791382431983948, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1167}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1168}
{"loss": -0.36792701482772827, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7993994951248169, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1168}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1169}
{"loss": -0.4247504770755768, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.9234779477119446, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1169}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1170}
{"loss": -0.3208557367324829, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6963701844215393, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1170}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1171}
{"loss": -0.32155507802963257, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6984922885894775, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1171}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1172}
{"loss": -0.34626951813697815, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7524523735046387, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1172}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1173}
{"loss": -0.33056795597076416, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7183763980865479, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1173}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1174}
{"loss": -0.35747817158699036, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7776587009429932, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1174}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1175}
{"loss": -0.3104589581489563, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6729802489280701, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1175}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1176}
{"loss": -0.30357465147972107, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6587709784507751, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1176}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1177}
{"loss": -0.33239758014678955, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7218894958496094, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1177}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1178}
{"loss": -0.35764849185943604, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7767404317855835, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1178}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1179}
{"loss": -0.3441517651081085, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7472152709960938, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1179}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1180}
{"loss": -0.3481893241405487, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7565873265266418, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1180}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1181}
{"loss": -0.35031265020370483, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.760572075843811, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1181}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1182}
{"loss": -0.3768322765827179, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.818794846534729, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1182}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1183}
{"loss": -0.3274928033351898, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7105658054351807, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1183}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1184}
{"loss": -0.37637361884117126, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8179306387901306, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1184}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1185}
{"loss": -0.3026347756385803, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6561760902404785, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1185}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1186}
{"loss": -0.2730293273925781, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.5905985236167908, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1186}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1187}
{"loss": -0.38576799631118774, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8376396894454956, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1187}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1188}
{"loss": -0.3823206424713135, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8311797380447388, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1188}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1189}
{"loss": -0.3641473054885864, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7898854613304138, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1189}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1190}
{"loss": -0.358333945274353, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7776000499725342, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1190}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1191}
{"loss": -0.3293471932411194, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7139281630516052, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1191}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1192}
{"loss": -0.39863529801368713, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8664190173149109, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1192}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1193}
{"loss": -0.3709128201007843, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8045095205307007, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1193}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1194}
{"loss": -0.3279492259025574, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.711588442325592, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1194}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1195}
{"loss": -0.27701348066329956, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.5990868806838989, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1195}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1196}
{"loss": -0.3121700584888458, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6767406463623047, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1196}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1197}
{"loss": -0.36030638217926025, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7815622091293335, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1197}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1198}
{"loss": -0.3426506519317627, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7430304884910583, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1198}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1199}
{"loss": -0.3907146751880646, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.84892338514328, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1199}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1200}
{"loss": -0.376505583524704, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8170651793479919, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1200}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1201}
{"loss": -0.3754385709762573, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8155344128608704, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1201}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 1202}
{"loss": -0.32540029287338257, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.705346941947937, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1202}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1203}
{"loss": -0.3482000529766083, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7555893063545227, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1203}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1204}
{"loss": -0.3420386016368866, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7403303384780884, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1204}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1205}
{"loss": -0.31602275371551514, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6842249035835266, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1205}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1206}
{"loss": -0.37685608863830566, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8173232078552246, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1206}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1207}
{"loss": -0.33081454038619995, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7161179184913635, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1207}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1208}
{"loss": -0.304543673992157, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6597504019737244, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1208}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1209}
{"loss": -0.3301871716976166, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7154334187507629, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1209}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1210}
{"loss": -0.3690866529941559, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8010009527206421, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1210}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1211}
{"loss": -0.37182873487472534, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8058923482894897, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1211}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1212}
{"loss": -0.32255175709724426, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6994956731796265, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1212}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1213}
{"loss": -0.3703986704349518, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8021590113639832, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1213}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1214}
{"loss": -0.4120863676071167, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8939231038093567, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1214}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1215}
{"loss": -0.3996480703353882, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.86695796251297, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1215}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1216}
{"loss": -0.2902495563030243, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6284391283988953, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1216}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1217}
{"loss": -0.3421905040740967, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7404254078865051, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1217}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1218}
{"loss": -0.38625574111938477, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8371246457099915, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1218}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.998469352722168}, "epoch": 1219}
{"loss": -0.40802568197250366, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8841234445571899, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1219}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1220}
{"loss": -0.2815874218940735, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6087610125541687, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1220}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1221}
{"loss": -0.38375458121299744, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.831516444683075, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1221}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1222}
{"loss": -0.40607017278671265, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8799285292625427, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1222}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1223}
{"loss": -0.33100804686546326, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7165548205375671, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1223}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1224}
{"loss": -0.34891071915626526, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.7561483383178711, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1224}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1225}
{"loss": -0.3945818245410919, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8549908995628357, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1225}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1226}
{"loss": -0.331399530172348, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7168910503387451, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1226}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1227}
{"loss": -0.29138410091400146, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6302816867828369, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1227}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1228}
{"loss": -0.40838220715522766, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8849581480026245, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1228}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1229}
{"loss": -0.2813411355018616, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6079825162887573, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1229}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1230}
{"loss": -0.3839928209781647, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8313726186752319, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1230}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1231}
{"loss": -0.2833166718482971, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6115517020225525, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1231}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1232}
{"loss": -0.3392222821712494, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7332504987716675, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1232}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1233}
{"loss": -0.39621853828430176, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8584211468696594, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1233}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1234}
{"loss": -0.35372409224510193, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7648079991340637, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1234}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1235}
{"loss": -0.4355323314666748, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.9444138407707214, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1235}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1236}
{"loss": -0.37457674741744995, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8110392689704895, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1236}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1237}
{"loss": -0.28555187582969666, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6157901287078857, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1237}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1238}
{"loss": -0.36236435174942017, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7843412756919861, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1238}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1239}
{"loss": -0.35135868191719055, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7610155940055847, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1239}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1240}
{"loss": -0.3173709213733673, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6862257719039917, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1240}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1241}
{"loss": -0.32540178298950195, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7030553817749023, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1241}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1242}
{"loss": -0.35439568758010864, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7662707567214966, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1242}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1243}
{"loss": -0.34733158349990845, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7515750527381897, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1243}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1244}
{"loss": -0.31883665919303894, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.688822329044342, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1244}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1245}
{"loss": -0.3199116587638855, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6909748911857605, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1245}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1246}
{"loss": -0.33434590697288513, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7213292717933655, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1246}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.998469352722168}, "epoch": 1247}
{"loss": -0.3081776797771454, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.6663215160369873, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1247}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1248}
{"loss": -0.2741091847419739, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.591261088848114, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1248}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1249}
{"loss": -0.38121357560157776, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8248071074485779, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1249}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9928570985794067, "acc_or": 0.9964285492897034}, "epoch": 1250}
{"loss": -0.4385490119457245, "acc": 0.9921804070472717, "acc_or": 0.9960902333259583, "sender_entropy": 0.8587749004364014, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1250}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1251}
{"loss": -0.3199954032897949, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.6923690438270569, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1251}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1252}
{"loss": -0.3725109100341797, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8057219386100769, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1252}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1253}
{"loss": -0.38835692405700684, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8407908082008362, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1253}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1254}
{"loss": -0.29861095547676086, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.644809901714325, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1254}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1255}
{"loss": -0.39064157009124756, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.8457174897193909, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1255}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1256}
{"loss": -0.3604383170604706, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7797067165374756, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1256}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1257}
{"loss": -0.39766788482666016, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8603077530860901, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1257}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1258}
{"loss": -0.2962534725666046, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6398581266403198, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1258}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1259}
{"loss": -0.38395583629608154, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.830303430557251, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1259}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1260}
{"loss": -0.3502095639705658, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7574071288108826, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1260}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1261}
{"loss": -0.3594855070114136, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7763981819152832, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1261}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1262}
{"loss": -0.37103980779647827, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8021583557128906, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1262}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1263}
{"loss": -0.3178144097328186, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6848773956298828, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1263}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1264}
{"loss": -0.29336628317832947, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6330729126930237, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1264}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1265}
{"loss": -0.3705400228500366, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8005689978599548, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1265}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1266}
{"loss": -0.3058817684650421, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.657934844493866, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1266}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1267}
{"loss": -0.34037140011787415, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7341748476028442, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1267}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1268}
{"loss": -0.2762397229671478, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.5948325991630554, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1268}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1269}
{"loss": -0.3366459906101227, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.726039469242096, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1269}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1270}
{"loss": -0.33024534583091736, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.713763952255249, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1270}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1271}
{"loss": -0.30556851625442505, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6586958169937134, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1271}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1272}
{"loss": -0.31121066212654114, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6710585951805115, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1272}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1273}
{"loss": -0.41675734519958496, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8975844383239746, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1273}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1274}
{"loss": -0.3100026845932007, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6685548424720764, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1274}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1275}
{"loss": -0.3998793959617615, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8642017245292664, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1275}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1276}
{"loss": -0.3553999960422516, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7675051093101501, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1276}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1277}
{"loss": -0.319832980632782, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6898537278175354, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1277}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1278}
{"loss": -0.35429343581199646, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7655486464500427, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1278}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1279}
{"loss": -0.3464182913303375, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7464825510978699, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1279}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1280}
{"loss": -0.38150641322135925, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.824224054813385, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1280}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1281}
{"loss": -0.3708764612674713, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8002346158027649, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1281}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1282}
{"loss": -0.3528207838535309, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.762002170085907, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1282}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1283}
{"loss": -0.40033403038978577, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8645133376121521, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1283}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1284}
{"loss": -0.3103039562702179, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6678346395492554, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1284}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1285}
{"loss": -0.29488810896873474, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6348131895065308, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1285}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1286}
{"loss": -0.3779086768627167, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8148096799850464, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1286}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1287}
{"loss": -0.32951536774635315, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.71071857213974, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1287}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1288}
{"loss": -0.3829716742038727, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8265832662582397, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1288}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1289}
{"loss": -0.3058045208454132, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6584993004798889, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1289}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1290}
{"loss": -0.3146093487739563, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.678475022315979, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1290}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1291}
{"loss": -0.3580635190010071, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7720521688461304, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1291}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1292}
{"loss": -0.38199764490127563, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8237253427505493, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1292}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1293}
{"loss": -0.3585607409477234, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7737631797790527, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1293}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1294}
{"loss": -0.2913869023323059, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6280933618545532, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1294}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1295}
{"loss": -0.3411082625389099, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7347211837768555, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1295}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1296}
{"loss": -0.3614579439163208, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7795660495758057, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1296}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1297}
{"loss": -0.3762877881526947, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8117442727088928, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1297}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1298}
{"loss": -0.3690701127052307, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7946751117706299, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1298}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1299}
{"loss": -0.375601202249527, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8097319602966309, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1299}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1300}
{"loss": -0.35974690318107605, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7763129472732544, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1300}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1301}
{"loss": -0.3799980580806732, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8198139071464539, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1301}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1302}
{"loss": -0.3599358797073364, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7761316895484924, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1302}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1303}
{"loss": -0.37663811445236206, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8118093609809875, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1303}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1304}
{"loss": -0.359439492225647, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7750063538551331, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1304}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1305}
{"loss": -0.3553530275821686, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7658129334449768, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1305}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1306}
{"loss": -0.40482085943222046, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8734588623046875, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1306}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1307}
{"loss": -0.3466948866844177, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7474956512451172, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1307}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1308}
{"loss": -0.2970511019229889, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6387773156166077, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1308}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1309}
{"loss": -0.3776203393936157, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8137739896774292, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1309}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1310}
{"loss": -0.3754744529724121, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8096356987953186, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1310}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1311}
{"loss": -0.3739849925041199, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8053179979324341, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1311}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.998469352722168}, "epoch": 1312}
{"loss": -0.36996278166770935, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.797382652759552, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1312}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1313}
{"loss": -0.34779661893844604, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.749774694442749, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1313}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9999999403953552, "acc_or": 0.9999999403953552}, "epoch": 1314}
{"loss": -0.40638697147369385, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8758184313774109, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1314}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1315}
{"loss": -0.34173282980918884, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7354462742805481, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1315}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1316}
{"loss": -0.34567904472351074, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7440451383590698, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1316}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1317}
{"loss": -0.3872480094432831, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8342480063438416, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1317}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1318}
{"loss": -0.3650188148021698, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7860779166221619, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1318}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1319}
{"loss": -0.42000144720077515, "acc": 0.9939936399459839, "acc_or": 0.9969968199729919, "sender_entropy": 0.8689606785774231, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1319}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1320}
{"loss": -0.3774759769439697, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8139210343360901, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1320}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1321}
{"loss": -0.36011943221092224, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7753186821937561, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1321}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1322}
{"loss": -0.3404240906238556, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7326586246490479, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1322}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1323}
{"loss": -0.3619755506515503, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7799162268638611, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1323}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1324}
{"loss": -0.35985827445983887, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7757688760757446, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1324}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1325}
{"loss": -0.4275072515010834, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.9210492968559265, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1325}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1326}
{"loss": -0.3321753144264221, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7150941491127014, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1326}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1327}
{"loss": -0.363459974527359, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7829629182815552, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1327}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1328}
{"loss": -0.38639476895332336, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8322671055793762, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1328}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1329}
{"loss": -0.34374189376831055, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7396619915962219, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1329}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1330}
{"loss": -0.3887571692466736, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8374861478805542, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1330}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1331}
{"loss": -0.3876781165599823, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.834320068359375, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1331}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1332}
{"loss": -0.39908498525619507, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.8590356111526489, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1332}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1333}
{"loss": -0.41394859552383423, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8924880027770996, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1333}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1334}
{"loss": -0.2959830164909363, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6355583667755127, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1334}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1335}
{"loss": -0.33531156182289124, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.721422016620636, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1335}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1336}
{"loss": -0.3449532091617584, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7422722578048706, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1336}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1337}
{"loss": -0.3504251539707184, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7545254230499268, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1337}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1338}
{"loss": -0.3999195396900177, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.861531674861908, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1338}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1339}
{"loss": -0.3411984443664551, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7339857816696167, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1339}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1340}
{"loss": -0.39159050583839417, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8436437845230103, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1340}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1341}
{"loss": -0.3670350909233093, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7894791960716248, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1341}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1342}
{"loss": -0.32863011956214905, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.706346333026886, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1342}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1343}
{"loss": -0.29851317405700684, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6410824060440063, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1343}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1344}
{"loss": -0.4271526336669922, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.919368326663971, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1344}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1345}
{"loss": -0.3334883153438568, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7166560292243958, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1345}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1346}
{"loss": -0.38944926857948303, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8376418352127075, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1346}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1347}
{"loss": -0.4091983735561371, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8805413842201233, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1347}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1348}
{"loss": -0.36612144112586975, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7879392504692078, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1348}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1349}
{"loss": -0.34068185091018677, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7321255207061768, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1349}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1350}
{"loss": -0.3665786683559418, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.78859943151474, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1350}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1351}
{"loss": -0.4072701632976532, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8761386275291443, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1351}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1352}
{"loss": -0.3926912546157837, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8443800806999207, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1352}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1353}
{"loss": -0.35368046164512634, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7607036828994751, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1353}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1354}
{"loss": -0.3595023453235626, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7736144661903381, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1354}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1355}
{"loss": -0.345416396856308, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7423223257064819, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1355}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1356}
{"loss": -0.3375464379787445, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7249173521995544, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1356}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1357}
{"loss": -0.4179582893848419, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8994855284690857, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1357}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1358}
{"loss": -0.3206787705421448, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.688871443271637, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1358}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1359}
{"loss": -0.3640395402908325, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7831317186355591, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1359}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1360}
{"loss": -0.3469800651073456, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7454917430877686, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1360}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1361}
{"loss": -0.30586883425712585, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6562145948410034, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1361}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1362}
{"loss": -0.3030371367931366, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6490079164505005, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1362}
{"generalization hold out": {"acc": 0.4285714328289032, "acc_or": 0.6887754797935486}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1363}
{"loss": -0.3187863826751709, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6839957237243652, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1363}
{"generalization hold out": {"acc": 0.41326528787612915, "acc_or": 0.6811224222183228}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1364}
{"loss": -0.42879152297973633, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.9219236969947815, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1364}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1365}
{"loss": -0.31714004278182983, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6804425120353699, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1365}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1366}
{"loss": -0.37765029072761536, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8118646144866943, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1366}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1367}
{"loss": -0.3802500367164612, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8172560334205627, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1367}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1368}
{"loss": -0.2815340459346771, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6016103625297546, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1368}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1369}
{"loss": -0.32478609681129456, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6975814700126648, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1369}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1370}
{"loss": -0.3887973129749298, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8357100486755371, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1370}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1371}
{"loss": -0.4018806219100952, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8639841079711914, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1371}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1372}
{"loss": -0.3783458471298218, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8130605220794678, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1372}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1373}
{"loss": -0.3202226459980011, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6855986714363098, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1373}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1374}
{"loss": -0.2815544605255127, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6027600169181824, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1374}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1375}
{"loss": -0.34181591868400574, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7340686321258545, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1375}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1376}
{"loss": -0.39008864760398865, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8380992412567139, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1376}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1377}
{"loss": -0.29697084426879883, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6358911395072937, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1377}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1378}
{"loss": -0.33163928985595703, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7113519906997681, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1378}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1379}
{"loss": -0.3438819944858551, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7369762659072876, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1379}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1380}
{"loss": -0.3239526152610779, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6942378878593445, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1380}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1381}
{"loss": -0.29693540930747986, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6362156271934509, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1381}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1382}
{"loss": -0.3598252832889557, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7726117968559265, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1382}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1383}
{"loss": -0.36191320419311523, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7767683863639832, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1383}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1384}
{"loss": -0.3258971869945526, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6987972855567932, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1384}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1385}
{"loss": -0.30951401591300964, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6628906726837158, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1385}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1386}
{"loss": -0.3157269358634949, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6770178079605103, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1386}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1387}
{"loss": -0.3275192975997925, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7021978497505188, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1387}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1388}
{"loss": -0.39393043518066406, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8461585640907288, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1388}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1389}
{"loss": -0.35731586813926697, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7660290002822876, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1389}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1390}
{"loss": -0.33518537878990173, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7184592485427856, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1390}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1391}
{"loss": -0.38415825366973877, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8244618773460388, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1391}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1392}
{"loss": -0.3777610957622528, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8108860850334167, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1392}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1393}
{"loss": -0.33271661400794983, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7137033939361572, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1393}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1394}
{"loss": -0.3304670751094818, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7087819576263428, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1394}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1395}
{"loss": -0.39738690853118896, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8536524176597595, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1395}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1396}
{"loss": -0.3457740545272827, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7408857941627502, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1396}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1397}
{"loss": -0.3439699113368988, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7382656335830688, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1397}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1398}
{"loss": -0.3943628668785095, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8467220067977905, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1398}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1399}
{"loss": -0.39709559082984924, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8520723581314087, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1399}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1400}
{"loss": -0.2952647805213928, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6316067576408386, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1400}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1401}
{"loss": -0.3948626220226288, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8468977212905884, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1401}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1402}
{"loss": -0.3335549533367157, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7144825458526611, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1402}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1403}
{"loss": -0.33298513293266296, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7133296728134155, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1403}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1404}
{"loss": -0.3412272334098816, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7310034036636353, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1404}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1405}
{"loss": -0.2759077250957489, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.5897531509399414, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1405}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1406}
{"loss": -0.3438095152378082, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7367833256721497, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1406}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 1407}
{"loss": -0.39850330352783203, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8552821278572083, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1407}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1408}
{"loss": -0.4940142035484314, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 1.0591541528701782, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1408}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1409}
{"loss": -0.3308370113372803, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7079614400863647, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1409}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1410}
{"loss": -0.3669784963130951, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7868594527244568, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1410}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1411}
{"loss": -0.31863051652908325, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6823062300682068, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1411}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1412}
{"loss": -0.3126358389854431, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6693559288978577, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1412}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1413}
{"loss": -0.3392893075942993, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7263188362121582, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1413}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1414}
{"loss": -0.3941815495491028, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8447690606117249, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1414}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1415}
{"loss": -0.312736451625824, "acc": 0.9985267519950867, "acc_or": 0.999263346195221, "sender_entropy": 0.6704206466674805, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1415}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1416}
{"loss": -0.32333505153656006, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6919506788253784, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1416}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1417}
{"loss": -0.4010242223739624, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8603944778442383, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1417}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1418}
{"loss": -0.32651153206825256, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6994880437850952, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1418}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1419}
{"loss": -0.4314786493778229, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.9254265427589417, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1419}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1420}
{"loss": -0.31116577982902527, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.6660106182098389, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1420}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1421}
{"loss": -0.32087957859039307, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6868382692337036, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1421}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1422}
{"loss": -0.37870466709136963, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8116410970687866, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1422}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1423}
{"loss": -0.358889102935791, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7687186002731323, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1423}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1424}
{"loss": -0.3830330967903137, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8210859894752502, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1424}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1425}
{"loss": -0.28621718287467957, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6119539737701416, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1425}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1426}
{"loss": -0.35648471117019653, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7633575797080994, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1426}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1427}
{"loss": -0.3191657066345215, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6819714903831482, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1427}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1428}
{"loss": -0.3329002559185028, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7123860120773315, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1428}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1429}
{"loss": -0.3290623426437378, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7041812539100647, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1429}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1430}
{"loss": -0.3918793797492981, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8394744396209717, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1430}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1431}
{"loss": -0.42702704668045044, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.9156113862991333, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1431}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1432}
{"loss": -0.32148316502571106, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.68726646900177, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1432}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1433}
{"loss": -0.3394227921962738, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7256699800491333, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1433}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1434}
{"loss": -0.44283872842788696, "acc": 0.997733473777771, "acc_or": 0.9988667368888855, "sender_entropy": 0.9485740065574646, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1434}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1435}
{"loss": -0.30936717987060547, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.66126549243927, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1435}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1436}
{"loss": -0.34860163927078247, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7464494705200195, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1436}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1437}
{"loss": -0.406544953584671, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8707524538040161, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1437}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1438}
{"loss": -0.349896103143692, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7486451268196106, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1438}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1439}
{"loss": -0.3688144087791443, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7897794246673584, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1439}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1440}
{"loss": -0.29186004400253296, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6236815452575684, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1440}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1441}
{"loss": -0.30089738965034485, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6426404118537903, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1441}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1442}
{"loss": -0.3888152241706848, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8328977227210999, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1442}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1443}
{"loss": -0.2606101930141449, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.5547640919685364, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1443}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1444}
{"loss": -0.3437657654285431, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7345412373542786, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1444}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1445}
{"loss": -0.36308324337005615, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7769951820373535, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1445}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1446}
{"loss": -0.3827155828475952, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8198789954185486, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1446}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1447}
{"loss": -0.404323935508728, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8661736249923706, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1447}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1448}
{"loss": -0.3586384654045105, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7682150602340698, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1448}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1449}
{"loss": -0.3634850084781647, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7776206731796265, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1449}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1450}
{"loss": -0.4021749198436737, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8615109324455261, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1450}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1451}
{"loss": -0.39873212575912476, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.854213297367096, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1451}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1452}
{"loss": -0.33237332105636597, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7110799551010132, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1452}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1453}
{"loss": -0.3773725628852844, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8072278499603271, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1453}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1454}
{"loss": -0.3687097132205963, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.788408100605011, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1454}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1455}
{"loss": -0.3543710708618164, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7581397294998169, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1455}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1456}
{"loss": -0.33360451459884644, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7120652198791504, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1456}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 1457}
{"loss": -0.3769776523113251, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8065892457962036, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1457}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1458}
{"loss": -0.40684807300567627, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8704760670661926, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1458}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1459}
{"loss": -0.3168691396713257, "acc": 0.9985267519950867, "acc_or": 0.999263346195221, "sender_entropy": 0.6773118376731873, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1459}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1460}
{"loss": -0.3279024362564087, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6996706128120422, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1460}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1461}
{"loss": -0.4036314785480499, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8636652827262878, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1461}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1462}
{"loss": -0.36304372549057007, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7762129306793213, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1462}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1463}
{"loss": -0.29922932386398315, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.638482391834259, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1463}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1464}
{"loss": -0.42333951592445374, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.9058502316474915, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1464}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1465}
{"loss": -0.3534114360809326, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.755615234375, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1465}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1466}
{"loss": -0.3186354637145996, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6811076402664185, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1466}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1467}
{"loss": -0.30087804794311523, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6413273215293884, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1467}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1468}
{"loss": -0.33444127440452576, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7148189544677734, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1468}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1469}
{"loss": -0.40875014662742615, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8747522234916687, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1469}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1470}
{"loss": -0.2965914309024811, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6327166557312012, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1470}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1471}
{"loss": -0.4115199148654938, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8796394467353821, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1471}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1472}
{"loss": -0.39617928862571716, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.846231997013092, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1472}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1473}
{"loss": -0.3360290229320526, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7179124355316162, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1473}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1474}
{"loss": -0.3859177231788635, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8250039219856262, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1474}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1475}
{"loss": -0.37616950273513794, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8045017123222351, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1475}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1476}
{"loss": -0.36160311102867126, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7725769281387329, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1476}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1477}
{"loss": -0.370644211769104, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7921057343482971, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1477}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1478}
{"loss": -0.3592371642589569, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7676998376846313, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1478}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1479}
{"loss": -0.3756248950958252, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8032370209693909, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1479}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1480}
{"loss": -0.3249492645263672, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6936541199684143, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1480}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1481}
{"loss": -0.33529388904571533, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7165067195892334, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1481}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1482}
{"loss": -0.36150580644607544, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7723413109779358, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1482}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1483}
{"loss": -0.3854806125164032, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8232263326644897, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1483}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1484}
{"loss": -0.3457931578159332, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7389853596687317, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1484}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1485}
{"loss": -0.3015815317630768, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6429644823074341, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1485}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1486}
{"loss": -0.3222770094871521, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6877819895744324, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1486}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1487}
{"loss": -0.402975857257843, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8618500828742981, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1487}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1488}
{"loss": -0.34175926446914673, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7299380898475647, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1488}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1489}
{"loss": -0.35898876190185547, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7664885520935059, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1489}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1490}
{"loss": -0.35332298278808594, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.753840982913971, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1490}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1491}
{"loss": -0.3583638370037079, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7652804851531982, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1491}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1492}
{"loss": -0.3677249252796173, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7853834629058838, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1492}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1493}
{"loss": -0.4489053785800934, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.9602904915809631, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1493}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1494}
{"loss": -0.35102465748786926, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7494881749153137, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1494}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1495}
{"loss": -0.30914071202278137, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.6605094075202942, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1495}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1496}
{"loss": -0.4037074148654938, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8593756556510925, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1496}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1497}
{"loss": -0.29337573051452637, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6245074272155762, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1497}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1498}
{"loss": -0.3425174355506897, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7316384315490723, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1498}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1499}
{"loss": -0.38664868474006653, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8246510624885559, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1499}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1500}
{"loss": -0.3475663661956787, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7415165901184082, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1500}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1501}
{"loss": -0.42098766565322876, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.899160623550415, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1501}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1502}
{"loss": -0.36610713601112366, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7818602323532104, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1502}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1503}
{"loss": -0.2775522470474243, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.5903733372688293, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1503}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1504}
{"loss": -0.3603989779949188, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.768882155418396, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1504}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1505}
{"loss": -0.3739825487136841, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7984678745269775, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1505}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1506}
{"loss": -0.3732343912124634, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7968588471412659, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1506}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1507}
{"loss": -0.3514615595340729, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7499215602874756, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1507}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1508}
{"loss": -0.38978713750839233, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8322514891624451, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1508}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1509}
{"loss": -0.39808449149131775, "acc": 0.9981867671012878, "acc_or": 0.9990367293357849, "sender_entropy": 0.8506147265434265, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1509}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1510}
{"loss": -0.33049750328063965, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7051035761833191, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1510}
{"generalization hold out": {"acc": 0.43877550959587097, "acc_or": 0.6938775181770325}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1511}
{"loss": -0.3927837610244751, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8388713002204895, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1511}
{"generalization hold out": {"acc": 0.41836732625961304, "acc_or": 0.6836734414100647}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1512}
{"loss": -0.3556573688983917, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7575453519821167, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1512}
{"generalization hold out": {"acc": 0.20408162474632263, "acc_or": 0.5765305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1513}
{"loss": -0.40732359886169434, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8699867129325867, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1513}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1514}
{"loss": -0.29560554027557373, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6297368407249451, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1514}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1515}
{"loss": -0.3411462604999542, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7269598245620728, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1515}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1516}
{"loss": -0.3715638518333435, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7926153540611267, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1516}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1517}
{"loss": -0.40311121940612793, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.8611255884170532, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1517}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1518}
{"loss": -0.34439536929130554, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7341102957725525, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1518}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1519}
{"loss": -0.35552555322647095, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7582322955131531, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1519}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1520}
{"loss": -0.45453083515167236, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.9719893336296082, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1520}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1521}
{"loss": -0.3685861825942993, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7864081859588623, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1521}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1522}
{"loss": -0.28200453519821167, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6005801558494568, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1522}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1523}
{"loss": -0.45417478680610657, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.9702316522598267, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1523}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1524}
{"loss": -0.4435219466686249, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.9471293687820435, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1524}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1525}
{"loss": -0.39613690972328186, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8456684947013855, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1525}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1526}
{"loss": -0.3990773856639862, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8515312075614929, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1526}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1527}
{"loss": -0.3137151896953583, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6678493618965149, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1527}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1528}
{"loss": -0.2906336486339569, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6180771589279175, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1528}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1529}
{"loss": -0.3406791090965271, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.725913941860199, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1529}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1530}
{"loss": -0.33377760648727417, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7101885676383972, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1530}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1531}
{"loss": -0.3543759882450104, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7545546889305115, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1531}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1532}
{"loss": -0.38797882199287415, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8269975781440735, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1532}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1533}
{"loss": -0.35314303636550903, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7525455355644226, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1533}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1534}
{"loss": -0.30524566769599915, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6495729088783264, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1534}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1535}
{"loss": -0.41790062189102173, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8917672634124756, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1535}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1536}
{"loss": -0.338960200548172, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7227450013160706, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1536}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1537}
{"loss": -0.35973209142684937, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7661592960357666, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1537}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1538}
{"loss": -0.3287006914615631, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6995779871940613, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1538}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1539}
{"loss": -0.43024787306785583, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.9179120659828186, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1539}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1540}
{"loss": -0.39418357610702515, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8400964140892029, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1540}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1541}
{"loss": -0.2879488468170166, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6120827198028564, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1541}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1542}
{"loss": -0.3022761046886444, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6426835656166077, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1542}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1543}
{"loss": -0.33099639415740967, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7042106986045837, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1543}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1544}
{"loss": -0.3684036135673523, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7849278450012207, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1544}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1545}
{"loss": -0.34566548466682434, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7364478707313538, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1545}
{"generalization hold out": {"acc": 0.43877550959587097, "acc_or": 0.6938775181770325}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1546}
{"loss": -0.38479194045066833, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8204808235168457, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1546}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1547}
{"loss": -0.3578883409500122, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7630932927131653, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1547}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1548}
{"loss": -0.35726645588874817, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.760809600353241, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1548}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1549}
{"loss": -0.2807844281196594, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.5966708660125732, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1549}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1550}
{"loss": -0.3447907567024231, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7338021397590637, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1550}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1551}
{"loss": -0.3117052912712097, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6635803580284119, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1551}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1552}
{"loss": -0.2772139012813568, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.5871841907501221, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1552}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1553}
{"loss": -0.41522514820098877, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8851029276847839, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1553}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1554}
{"loss": -0.37511080503463745, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8001732230186462, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1554}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1555}
{"loss": -0.36941611766815186, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7870624661445618, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1555}
{"generalization hold out": {"acc": 0.40816324949264526, "acc_or": 0.6785714030265808}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1556}
{"loss": -0.43381360173225403, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.9245744347572327, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1556}
{"generalization hold out": {"acc": 0.38265305757522583, "acc_or": 0.6658163070678711}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1557}
{"loss": -0.3475569188594818, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7399126887321472, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1557}
{"generalization hold out": {"acc": 0.4234693646430969, "acc_or": 0.6862244606018066}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1558}
{"loss": -0.44544023275375366, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.9503207206726074, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1558}
{"generalization hold out": {"acc": 0.3877550959587097, "acc_or": 0.668367326259613}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1559}
{"loss": -0.33817750215530396, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7202542424201965, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1559}
{"generalization hold out": {"acc": 0.3877550959587097, "acc_or": 0.668367326259613}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1560}
{"loss": -0.37911754846572876, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8079761266708374, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1560}
{"generalization hold out": {"acc": 0.37244898080825806, "acc_or": 0.6607142686843872}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1561}
{"loss": -0.378101110458374, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8056675791740417, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1561}
{"generalization hold out": {"acc": 0.3316326439380646, "acc_or": 0.6403061151504517}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1562}
{"loss": -0.41102364659309387, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.8764102458953857, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1562}
{"generalization hold out": {"acc": 0.3265306055545807, "acc_or": 0.6377550959587097}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1563}
{"loss": -0.38603878021240234, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8221083879470825, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1563}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1564}
{"loss": -0.4006516933441162, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8525909781455994, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1564}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1565}
{"loss": -0.3629288673400879, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7730552554130554, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1565}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1566}
{"loss": -0.3626306354999542, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7718499302864075, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1566}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1567}
{"loss": -0.27248653769493103, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.5783975720405579, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1567}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1568}
{"loss": -0.3638289272785187, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7746709585189819, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1568}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1569}
{"loss": -0.34162771701812744, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7276065945625305, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1569}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1570}
{"loss": -0.37088891863822937, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.789214551448822, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1570}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1571}
{"loss": -0.3726864457130432, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7936030626296997, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1571}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1572}
{"loss": -0.3935958743095398, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8386390805244446, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1572}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1573}
{"loss": -0.359487384557724, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7648218870162964, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1573}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1574}
{"loss": -0.38902127742767334, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8279503583908081, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1574}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1575}
{"loss": -0.38444414734840393, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8188580870628357, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1575}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1576}
{"loss": -0.3353746235370636, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7131879925727844, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1576}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1577}
{"loss": -0.3581417202949524, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7622215151786804, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1577}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1578}
{"loss": -0.359001487493515, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7635197043418884, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1578}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1579}
{"loss": -0.35036930441856384, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.745342493057251, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1579}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1580}
{"loss": -0.4203583300113678, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.8960484862327576, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1580}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1581}
{"loss": -0.31940194964408875, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6794863939285278, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1581}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1582}
{"loss": -0.3030107319355011, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6434282064437866, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1582}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1583}
{"loss": -0.38718754053115845, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8234772086143494, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1583}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1584}
{"loss": -0.34914445877075195, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7427003383636475, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1584}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1585}
{"loss": -0.3187303841114044, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6778579354286194, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1585}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1586}
{"loss": -0.3489251136779785, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7421401143074036, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1586}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1587}
{"loss": -0.3582353889942169, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7617497444152832, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1587}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1588}
{"loss": -0.2773294448852539, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.5886225700378418, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1588}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1589}
{"loss": -0.3412507474422455, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7248690724372864, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1589}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1590}
{"loss": -0.287456750869751, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6100980043411255, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1590}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1591}
{"loss": -0.2863582670688629, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6079139113426208, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1591}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1592}
{"loss": -0.30926311016082764, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.6569708585739136, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1592}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1593}
{"loss": -0.34362733364105225, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7303904891014099, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1593}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1594}
{"loss": -0.40031060576438904, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8521033525466919, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1594}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1595}
{"loss": -0.3161354660987854, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6714810132980347, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1595}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 1596}
{"loss": -0.39283740520477295, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.836125373840332, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1596}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1597}
{"loss": -0.3706440031528473, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7884401679039001, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1597}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1598}
{"loss": -0.3266909718513489, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6944311261177063, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1598}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1599}
{"loss": -0.34861862659454346, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7418926358222961, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1599}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1600}
{"loss": -0.30616313219070435, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6496425867080688, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1600}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1601}
{"loss": -0.3992071747779846, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8494096398353577, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1601}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1602}
{"loss": -0.3421284258365631, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7271412014961243, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1602}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1603}
{"loss": -0.2914787828922272, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6175968050956726, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1603}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1604}
{"loss": -0.38987818360328674, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8296968340873718, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1604}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1605}
{"loss": -0.39561185240745544, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8413555026054382, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1605}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1606}
{"loss": -0.2788134813308716, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.5919989347457886, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1606}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1607}
{"loss": -0.36956965923309326, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7853211760520935, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1607}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1608}
{"loss": -0.36173391342163086, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7686257362365723, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1608}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1609}
{"loss": -0.41386446356773376, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8806964755058289, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 1609}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1610}
{"loss": -0.29924288392066956, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6350761651992798, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1610}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1611}
{"loss": -0.36310285329818726, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7720259428024292, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1611}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1612}
{"loss": -0.34490445256233215, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7326247096061707, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1612}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1613}
{"loss": -0.3987315893173218, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8478606343269348, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1613}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1614}
{"loss": -0.30981600284576416, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6576255559921265, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1614}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1615}
{"loss": -0.3396303355693817, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7218085527420044, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1615}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1616}
{"loss": -0.3264317810535431, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6931561827659607, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1616}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1617}
{"loss": -0.33116135001182556, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7038817405700684, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1617}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1618}
{"loss": -0.33662551641464233, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.712187647819519, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1618}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1619}
{"loss": -0.31916868686676025, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.677115261554718, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1619}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1620}
{"loss": -0.29036131501197815, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6143398284912109, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1620}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1621}
{"loss": -0.3564665913581848, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7567518353462219, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1621}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1622}
{"loss": -0.36222416162490845, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.769663393497467, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1622}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1623}
{"loss": -0.3868519961833954, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8224778771400452, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1623}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1624}
{"loss": -0.35383397340774536, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7520552277565002, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1624}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1625}
{"loss": -0.38021138310432434, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8082813024520874, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1625}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1626}
{"loss": -0.3941301703453064, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8386010527610779, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1626}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1627}
{"loss": -0.37947753071784973, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8058874011039734, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1627}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1628}
{"loss": -0.3759962320327759, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7993183732032776, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1628}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1629}
{"loss": -0.4396655857563019, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.9351287484169006, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1629}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1630}
{"loss": -0.4366054832935333, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.9284636974334717, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1630}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1631}
{"loss": -0.4645322561264038, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.9852889180183411, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1631}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1632}
{"loss": -0.33653488755226135, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7146997451782227, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1632}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1633}
{"loss": -0.29346489906311035, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.621717095375061, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1633}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1634}
{"loss": -0.33347630500793457, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7082464694976807, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1634}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1635}
{"loss": -0.3692615032196045, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7835109233856201, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1635}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1636}
{"loss": -0.3904666602611542, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8295645117759705, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1636}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1637}
{"loss": -0.3530585765838623, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7502837777137756, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1637}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1638}
{"loss": -0.4284452199935913, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.9107494354248047, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1638}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1639}
{"loss": -0.36616450548171997, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7781425714492798, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1639}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1640}
{"loss": -0.38314807415008545, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8134220242500305, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1640}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1641}
{"loss": -0.38938841223716736, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8273574709892273, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1641}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 1642}
{"loss": -0.40132588148117065, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8525701761245728, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1642}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1643}
{"loss": -0.3542676270008087, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7521389126777649, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1643}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1644}
{"loss": -0.3982654809951782, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8461868762969971, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1644}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1645}
{"loss": -0.3372863531112671, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7153576612472534, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1645}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1646}
{"loss": -0.35563984513282776, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7545402646064758, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1646}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1647}
{"loss": -0.38658449053764343, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.8209083080291748, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1647}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1648}
{"loss": -0.31714439392089844, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6721377372741699, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1648}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1649}
{"loss": -0.35371536016464233, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7505740523338318, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1649}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1650}
{"loss": -0.398653507232666, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8469334840774536, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1650}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1651}
{"loss": -0.3042127192020416, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6444340944290161, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1651}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1652}
{"loss": -0.3704647123813629, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7864612936973572, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1652}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1653}
{"loss": -0.4095829129219055, "acc": 0.9985267519950867, "acc_or": 0.999263346195221, "sender_entropy": 0.8703030943870544, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1653}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1654}
{"loss": -0.3937023878097534, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8364458084106445, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1654}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1655}
{"loss": -0.3668275475502014, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7786661386489868, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1655}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1656}
{"loss": -0.41269034147262573, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8764474391937256, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1656}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1657}
{"loss": -0.36773762106895447, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7801494598388672, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1657}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1658}
{"loss": -0.3454314172267914, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7322912812232971, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1658}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1659}
{"loss": -0.3495042622089386, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7407208681106567, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1659}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1660}
{"loss": -0.35270291566848755, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7481406927108765, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1660}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1661}
{"loss": -0.3817872405052185, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8104234933853149, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1661}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1662}
{"loss": -0.31907573342323303, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6763172745704651, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1662}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1663}
{"loss": -0.2996020019054413, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6344946026802063, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1663}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1664}
{"loss": -0.393481582403183, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.8360575437545776, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1664}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1665}
{"loss": -0.3771597743034363, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7989930510520935, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1665}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1666}
{"loss": -0.3517807126045227, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7467246055603027, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1666}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1667}
{"loss": -0.29873955249786377, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6331348419189453, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1667}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1668}
{"loss": -0.37086161971092224, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.786607027053833, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1668}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 1669}
{"loss": -0.3156169056892395, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6682457327842712, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1669}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1670}
{"loss": -0.36547261476516724, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.77484530210495, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1670}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1671}
{"loss": -0.40787002444267273, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.8661755323410034, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1671}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1672}
{"loss": -0.36182767152786255, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7671964168548584, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1672}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1673}
{"loss": -0.4154154658317566, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8818285465240479, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1673}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1674}
{"loss": -0.2910998463630676, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6148291826248169, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1674}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1675}
{"loss": -0.3141031861305237, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6647635102272034, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1675}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1676}
{"loss": -0.3775618076324463, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8003394603729248, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1676}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1677}
{"loss": -0.31373488903045654, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6647667288780212, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1677}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1678}
{"loss": -0.3706715703010559, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7861499786376953, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1678}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1679}
{"loss": -0.41194576025009155, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8746265769004822, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1679}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1680}
{"loss": -0.34089019894599915, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7222508192062378, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1680}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1681}
{"loss": -0.35517561435699463, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7524666786193848, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1681}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1682}
{"loss": -0.3661862909793854, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7766135931015015, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1682}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1683}
{"loss": -0.3669913709163666, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7785130143165588, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1683}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1684}
{"loss": -0.32072654366493225, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6790936589241028, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1684}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1685}
{"loss": -0.2891959846019745, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6110484004020691, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1685}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1686}
{"loss": -0.432851642370224, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.9184188842773438, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1686}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1687}
{"loss": -0.3249695897102356, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6883459091186523, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1687}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1688}
{"loss": -0.3195152282714844, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6769347786903381, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1688}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1689}
{"loss": -0.3534304201602936, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7486997842788696, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1689}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1690}
{"loss": -0.3257414996623993, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6892228126525879, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1690}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1691}
{"loss": -0.3716771602630615, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7875200510025024, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1691}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1692}
{"loss": -0.2843016982078552, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6003729104995728, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1692}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1693}
{"loss": -0.4054969549179077, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8597214818000793, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1693}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1694}
{"loss": -0.3784615397453308, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8017128705978394, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1694}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1695}
{"loss": -0.3572165369987488, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7572597861289978, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1695}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1696}
{"loss": -0.38540777564048767, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8170558214187622, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1696}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1697}
{"loss": -0.4528512954711914, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.9613295197486877, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1697}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1698}
{"loss": -0.3648817837238312, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7731900215148926, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1698}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1699}
{"loss": -0.42375099658966064, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8986474871635437, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1699}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1700}
{"loss": -0.35460785031318665, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7513591647148132, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1700}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1701}
{"loss": -0.4311714768409729, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.913999080657959, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1701}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1702}
{"loss": -0.35782867670059204, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7588196396827698, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1702}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1703}
{"loss": -0.32079994678497314, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6788882613182068, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1703}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1704}
{"loss": -0.35805684328079224, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7566031813621521, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1704}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1705}
{"loss": -0.376394122838974, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7976742386817932, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1705}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1706}
{"loss": -0.3734828531742096, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7910807132720947, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1706}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1707}
{"loss": -0.35050079226493835, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7420811653137207, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1707}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1708}
{"loss": -0.34791481494903564, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7374197244644165, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1708}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1709}
{"loss": -0.2968212962150574, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6276434063911438, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1709}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1710}
{"loss": -0.3716566860675812, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7865257263183594, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1710}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1711}
{"loss": -0.5040079355239868, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 1.0691381692886353, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1711}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1712}
{"loss": -0.37360328435897827, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7914469242095947, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1712}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1713}
{"loss": -0.37219640612602234, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7885632514953613, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1713}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1714}
{"loss": -0.3701908588409424, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7841600775718689, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1714}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1715}
{"loss": -0.3597942590713501, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7617653608322144, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1715}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1716}
{"loss": -0.4326750934123993, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.9173036217689514, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1716}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1717}
{"loss": -0.4260905683040619, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.9033650159835815, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1717}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1718}
{"loss": -0.28367385268211365, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.5982511043548584, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1718}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1719}
{"loss": -0.32193461060523987, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.680918276309967, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1719}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1720}
{"loss": -0.42218488454818726, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8939120173454285, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1720}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1721}
{"loss": -0.38702279329299927, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8189064264297485, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1721}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1722}
{"loss": -0.42300307750701904, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8960760831832886, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1722}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1723}
{"loss": -0.34887295961380005, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.738329291343689, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1723}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1724}
{"loss": -0.31980055570602417, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6761423945426941, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1724}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1725}
{"loss": -0.3901132345199585, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8259838223457336, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1725}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1726}
{"loss": -0.3286331295967102, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6953941583633423, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1726}
{"generalization hold out": {"acc": 0.4336734712123871, "acc_or": 0.6913264989852905}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1727}
{"loss": -0.38230884075164795, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8103488683700562, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1727}
{"generalization hold out": {"acc": 0.4336734712123871, "acc_or": 0.6913264989852905}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1728}
{"loss": -0.2930218279361725, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6193162798881531, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1728}
{"generalization hold out": {"acc": 0.41836732625961304, "acc_or": 0.6836734414100647}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1729}
{"loss": -0.37409183382987976, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7919085621833801, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1729}
{"generalization hold out": {"acc": 0.40816324949264526, "acc_or": 0.6785714030265808}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1730}
{"loss": -0.3587684631347656, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7582359910011292, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 1730}
{"generalization hold out": {"acc": 0.36734694242477417, "acc_or": 0.6581632494926453}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1731}
{"loss": -0.3160082697868347, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6676247715950012, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1731}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1732}
{"loss": -0.32344725728034973, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6839804649353027, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1732}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1733}
{"loss": -0.3370688557624817, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.712357759475708, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1733}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1734}
{"loss": -0.35349732637405396, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7477121949195862, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1734}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1735}
{"loss": -0.33256959915161133, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7042122483253479, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1735}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1736}
{"loss": -0.29929420351982117, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6324119567871094, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1736}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1737}
{"loss": -0.33681848645210266, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.712352454662323, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1737}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1738}
{"loss": -0.3765416741371155, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7971731424331665, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1738}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1739}
{"loss": -0.35060614347457886, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.7426553964614868, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1739}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1740}
{"loss": -0.31090277433395386, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6573103666305542, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1740}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1741}
{"loss": -0.3879338502883911, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.821351170539856, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1741}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1742}
{"loss": -0.3573072552680969, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.7556425929069519, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1742}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1743}
{"loss": -0.3237684667110443, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6847731471061707, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1743}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1744}
{"loss": -0.4018006920814514, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8504549860954285, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1744}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1745}
{"loss": -0.3532112240791321, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7436188459396362, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1745}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1746}
{"loss": -0.29006025195121765, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6123854517936707, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1746}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1747}
{"loss": -0.44774600863456726, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.9472668170928955, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1747}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1748}
{"loss": -0.4560391902923584, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.9657756090164185, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1748}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1749}
{"loss": -0.3677757680416107, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7779869437217712, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1749}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1750}
{"loss": -0.3398215174674988, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.718136191368103, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1750}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1751}
{"loss": -0.302951455116272, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6391318440437317, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1751}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1752}
{"loss": -0.36723455786705017, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7765639424324036, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1752}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1753}
{"loss": -0.41392436623573303, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8755886554718018, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1753}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1754}
{"loss": -0.3727412819862366, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7884834408760071, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1754}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1755}
{"loss": -0.3035508394241333, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6403963565826416, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1755}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1756}
{"loss": -0.2462588995695114, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.5167965888977051, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1756}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1757}
{"loss": -0.3769504427909851, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7880513072013855, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1757}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1758}
{"loss": -0.38101983070373535, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8060384392738342, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1758}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1759}
{"loss": -0.37749284505844116, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7979592680931091, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1759}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1760}
{"loss": -0.3186179995536804, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6733867526054382, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1760}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1761}
{"loss": -0.4310469925403595, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.9125370979309082, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1761}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1762}
{"loss": -0.393379807472229, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.831574022769928, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1762}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1763}
{"loss": -0.3519045412540436, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7436512112617493, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1763}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1764}
{"loss": -0.3067091703414917, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6470407247543335, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1764}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1765}
{"loss": -0.38825318217277527, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8213726282119751, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1765}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1766}
{"loss": -0.3720020651817322, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.786078155040741, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1766}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1767}
{"loss": -0.3926641643047333, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8307631611824036, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1767}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1768}
{"loss": -0.3383788466453552, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7153863310813904, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1768}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1769}
{"loss": -0.4083782732486725, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8635830283164978, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1769}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1770}
{"loss": -0.4226215183734894, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8947376012802124, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1770}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1771}
{"loss": -0.335205078125, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7076359391212463, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1771}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1772}
{"loss": -0.4510057270526886, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.9540020823478699, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1772}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1773}
{"loss": -0.42650869488716125, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.902533233165741, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1773}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1774}
{"loss": -0.345293790102005, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7290685176849365, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1774}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1775}
{"loss": -0.3440558910369873, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7267820239067078, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1775}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1776}
{"loss": -0.28275880217552185, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.5957704186439514, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1776}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1777}
{"loss": -0.39497748017311096, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.835577130317688, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1777}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1778}
{"loss": -0.2660992443561554, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.5609387755393982, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1778}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1779}
{"loss": -0.31709855794906616, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.66825270652771, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1779}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1780}
{"loss": -0.32821351289749146, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.693227231502533, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1780}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1781}
{"loss": -0.40322145819664, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8529952764511108, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1781}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1782}
{"loss": -0.313184916973114, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6595439910888672, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1782}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 1783}
{"loss": -0.3364918828010559, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7106648087501526, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1783}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1784}
{"loss": -0.33526045083999634, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7074522376060486, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1784}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1785}
{"loss": -0.38514697551727295, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8132084608078003, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1785}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1786}
{"loss": -0.37431854009628296, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7900986671447754, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1786}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1787}
{"loss": -0.38713592290878296, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.8180201649665833, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1787}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1788}
{"loss": -0.40483343601226807, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8545497059822083, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1788}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1789}
{"loss": -0.3587239682674408, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.7584772706031799, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1789}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1790}
{"loss": -0.3531308174133301, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7462695240974426, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1790}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1791}
{"loss": -0.2978878319263458, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6285088062286377, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1791}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1792}
{"loss": -0.37714913487434387, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7972682118415833, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1792}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1793}
{"loss": -0.28755196928977966, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6059713363647461, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1793}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1794}
{"loss": -0.4213602840900421, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.891650915145874, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1794}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1795}
{"loss": -0.43520811200141907, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.9207608699798584, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1795}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1796}
{"loss": -0.41548553109169006, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8781571388244629, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1796}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1797}
{"loss": -0.346319317817688, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7298511266708374, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1797}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1798}
{"loss": -0.3392466902732849, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7161083817481995, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1798}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1799}
{"loss": -0.38303956389427185, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.8082297444343567, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1799}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1800}
{"loss": -0.4086988866329193, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8641539216041565, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1800}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1801}
{"loss": -0.36300572752952576, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.766337513923645, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1801}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1802}
{"loss": -0.3496444821357727, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7373107671737671, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1802}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1803}
{"loss": -0.35723018646240234, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7536138296127319, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1803}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1804}
{"loss": -0.33263155817985535, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.702235221862793, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1804}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1805}
{"loss": -0.32780614495277405, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6913875341415405, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1805}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1806}
{"loss": -0.41021668910980225, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8669178485870361, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 1806}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1807}
{"loss": -0.29583409428596497, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6237461566925049, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1807}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1808}
{"loss": -0.28706827759742737, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.604714035987854, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1808}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1809}
{"loss": -0.3828071355819702, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8090593218803406, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1809}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1810}
{"loss": -0.3816640079021454, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8060293793678284, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1810}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1811}
{"loss": -0.34970036149024963, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7381762266159058, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1811}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1812}
{"loss": -0.28192010521888733, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.5932050347328186, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1812}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1813}
{"loss": -0.36873847246170044, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7789915800094604, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1813}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1814}
{"loss": -0.4754582643508911, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 1.0047860145568848, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1814}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1815}
{"loss": -0.4463367462158203, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.9443622827529907, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1815}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1816}
{"loss": -0.36337554454803467, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7671828269958496, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1816}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1817}
{"loss": -0.33287322521209717, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.702114999294281, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1817}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1818}
{"loss": -0.2996574938297272, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6306025981903076, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1818}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1819}
{"loss": -0.305599570274353, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.643760621547699, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1819}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1820}
{"loss": -0.3186526894569397, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6713017225265503, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1820}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1821}
{"loss": -0.35199305415153503, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7433770895004272, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1821}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1822}
{"loss": -0.30075448751449585, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6331433057785034, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1822}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1823}
{"loss": -0.3595854938030243, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7586050033569336, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1823}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1824}
{"loss": -0.38704997301101685, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8163498044013977, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1824}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1825}
{"loss": -0.3998810946941376, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8444780111312866, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1825}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1826}
{"loss": -0.40958136320114136, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8657692670822144, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1826}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1827}
{"loss": -0.3580341637134552, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7559431195259094, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1827}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1828}
{"loss": -0.383531391620636, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8099185824394226, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1828}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1829}
{"loss": -0.31336700916290283, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6606224179267883, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1829}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1830}
{"loss": -0.37763479351997375, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7973889708518982, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1830}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1831}
{"loss": -0.38968318700790405, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8226442933082581, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1831}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1832}
{"loss": -0.3789571523666382, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8006974458694458, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1832}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1833}
{"loss": -0.4663214683532715, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.9839750528335571, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1833}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1834}
{"loss": -0.3796509802341461, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8007858991622925, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1834}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1835}
{"loss": -0.3005802035331726, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6333026885986328, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1835}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1836}
{"loss": -0.29419559240341187, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.619388222694397, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1836}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1837}
{"loss": -0.366266131401062, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7731449604034424, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1837}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1838}
{"loss": -0.30979740619659424, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6526855826377869, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1838}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1839}
{"loss": -0.3653320074081421, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.770301103591919, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1839}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1840}
{"loss": -0.3794005513191223, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8008126616477966, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1840}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1841}
{"loss": -0.3628707826137543, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7657884359359741, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1841}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1842}
{"loss": -0.3489498198032379, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7355507612228394, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1842}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1843}
{"loss": -0.38234275579452515, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8070434927940369, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1843}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1844}
{"loss": -0.3270273506641388, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6894640326499939, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1844}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1845}
{"loss": -0.36397287249565125, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7674235701560974, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1845}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1846}
{"loss": -0.34023424983024597, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7177782654762268, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1846}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1847}
{"loss": -0.36902713775634766, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7773153185844421, "receiver_entropy": 0.0, "length": 3.9998867511749268, "mode": "test", "epoch": 1847}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1848}
{"loss": -0.4020838737487793, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8473782539367676, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1848}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1849}
{"loss": -0.36207178235054016, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7636333703994751, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1849}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1850}
{"loss": -0.369406133890152, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7793325185775757, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1850}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1851}
{"loss": -0.3246094584465027, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6839991211891174, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1851}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1852}
{"loss": -0.37515324354171753, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7915477156639099, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1852}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 1853}
{"loss": -0.34031012654304504, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.717223048210144, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1853}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1854}
{"loss": -0.38726475834846497, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8163397312164307, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1854}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1855}
{"loss": -0.43201205134391785, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.9116964340209961, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1855}
{"generalization hold out": {"acc": 0.4285714328289032, "acc_or": 0.6887754797935486}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1856}
{"loss": -0.29396480321884155, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6185672879219055, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1856}
{"generalization hold out": {"acc": 0.4234693646430969, "acc_or": 0.6862244606018066}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1857}
{"loss": -0.3821057677268982, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8059681057929993, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1857}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1858}
{"loss": -0.41856393218040466, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8838522434234619, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1858}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1859}
{"loss": -0.3585550785064697, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7557076215744019, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1859}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1860}
{"loss": -0.35758718848228455, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7535569071769714, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1860}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1861}
{"loss": -0.3473809063434601, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7325470447540283, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1861}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1862}
{"loss": -0.3950921595096588, "acc": 0.9985267519950867, "acc_or": 0.999263346195221, "sender_entropy": 0.8342894315719604, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1862}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1863}
{"loss": -0.3276236355304718, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6900105476379395, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1863}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1864}
{"loss": -0.4016111195087433, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.84767746925354, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1864}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1865}
{"loss": -0.35591253638267517, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7504019737243652, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1865}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1866}
{"loss": -0.469706267118454, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.9923238754272461, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1866}
{"generalization hold out": {"acc": 0.4591836631298065, "acc_or": 0.7040815949440002}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1867}
{"loss": -0.3512676954269409, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7397724390029907, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1867}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1868}
{"loss": -0.35261139273643494, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7429081797599792, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1868}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1869}
{"loss": -0.28897562623023987, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6076217293739319, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1869}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1870}
{"loss": -0.40085896849632263, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8451762199401855, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1870}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1871}
{"loss": -0.3686830401420593, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.7774088978767395, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1871}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1872}
{"loss": -0.41002532839775085, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.864995539188385, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1872}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1873}
{"loss": -0.3609381318092346, "acc": 0.9985267519950867, "acc_or": 0.999263346195221, "sender_entropy": 0.7608432173728943, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1873}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1874}
{"loss": -0.3161882162094116, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.6655292510986328, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1874}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1875}
{"loss": -0.3659036159515381, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7716355323791504, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1875}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1876}
{"loss": -0.3772408068180084, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7953570485115051, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1876}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1877}
{"loss": -0.3491303026676178, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7352079153060913, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1877}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1878}
{"loss": -0.3157059848308563, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6650881767272949, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1878}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1879}
{"loss": -0.38294336199760437, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8069301247596741, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1879}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1880}
{"loss": -0.40942254662513733, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8644877076148987, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1880}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1881}
{"loss": -0.3667396008968353, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7728979587554932, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1881}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1882}
{"loss": -0.40962111949920654, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8641274571418762, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1882}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1883}
{"loss": -0.31611761450767517, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6656566262245178, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1883}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1884}
{"loss": -0.34121814370155334, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7191540598869324, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1884}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1885}
{"loss": -0.34520700573921204, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7264485359191895, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1885}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1886}
{"loss": -0.3095005750656128, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6515229940414429, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1886}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1887}
{"loss": -0.41617846488952637, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.8776534795761108, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1887}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1888}
{"loss": -0.3774639070034027, "acc": 0.9972801208496094, "acc_or": 0.9986400604248047, "sender_entropy": 0.786273181438446, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1888}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1889}
{"loss": -0.31813398003578186, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6692348122596741, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1889}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1890}
{"loss": -0.34247639775276184, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7207711338996887, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1890}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1891}
{"loss": -0.3759683072566986, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7924205660820007, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1891}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1892}
{"loss": -0.4052276313304901, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.8542847633361816, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1892}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1893}
{"loss": -0.3800881505012512, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8005746006965637, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1893}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1894}
{"loss": -0.4067511260509491, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8574917912483215, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1894}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1895}
{"loss": -0.3623136878013611, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7627586722373962, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1895}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1896}
{"loss": -0.3807277977466583, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8015590310096741, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1896}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1897}
{"loss": -0.38734203577041626, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8165302276611328, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1897}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 1898}
{"loss": -0.3996753990650177, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8426665663719177, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1898}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1899}
{"loss": -0.3653727173805237, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.769314706325531, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1899}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1900}
{"loss": -0.4384143054485321, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.924511730670929, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1900}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1901}
{"loss": -0.3100014626979828, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6523956060409546, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1901}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1902}
{"loss": -0.307158887386322, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6458382606506348, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1902}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1903}
{"loss": -0.30274614691734314, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6362559199333191, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1903}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1904}
{"loss": -0.335778146982193, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7061779499053955, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1904}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1905}
{"loss": -0.4499501585960388, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.948677659034729, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1905}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1906}
{"loss": -0.3372949957847595, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.7097337245941162, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1906}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1907}
{"loss": -0.3627483546733856, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7639032602310181, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1907}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1908}
{"loss": -0.30744168162345886, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6466060280799866, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1908}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1909}
{"loss": -0.38576775789260864, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8126217126846313, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1909}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1910}
{"loss": -0.41501331329345703, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8735576272010803, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1910}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1911}
{"loss": -0.4316352307796478, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.9097725749015808, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1911}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1912}
{"loss": -0.3606717884540558, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7593813538551331, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1912}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1913}
{"loss": -0.36555495858192444, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7699690461158752, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1913}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1914}
{"loss": -0.36774998903274536, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7738355994224548, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1914}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1915}
{"loss": -0.4495951235294342, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.9466176629066467, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1915}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1916}
{"loss": -0.40275976061820984, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8485299944877625, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1916}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1917}
{"loss": -0.40750202536582947, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8578705191612244, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1917}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 1918}
{"loss": -0.408155620098114, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8603394627571106, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1918}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1919}
{"loss": -0.46149858832359314, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.9725068211555481, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1919}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1920}
{"loss": -0.43620774149894714, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.9197123050689697, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1920}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1921}
{"loss": -0.33818501234054565, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7116624116897583, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1921}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1922}
{"loss": -0.31983572244644165, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6727495789527893, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1922}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1923}
{"loss": -0.3198987543582916, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6726436614990234, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1923}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.995918333530426, "acc_or": 0.9979591369628906}, "epoch": 1924}
{"loss": -0.3006551265716553, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.631831169128418, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1924}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1925}
{"loss": -0.3515496850013733, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7395099401473999, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1925}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1926}
{"loss": -0.3258025646209717, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6853329539299011, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1926}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1927}
{"loss": -0.37210822105407715, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7829379439353943, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1927}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1928}
{"loss": -0.3887042701244354, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8188226819038391, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1928}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1929}
{"loss": -0.3852294981479645, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8108976483345032, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1929}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1930}
{"loss": -0.33169883489608765, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6968218088150024, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1930}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1931}
{"loss": -0.3571886122226715, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7512524724006653, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1931}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1932}
{"loss": -0.31210967898368835, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6555579900741577, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1932}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1933}
{"loss": -0.39586228132247925, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8338223099708557, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1933}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1934}
{"loss": -0.348388135433197, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7330771684646606, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1934}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1935}
{"loss": -0.38612234592437744, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8129910826683044, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1935}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1936}
{"loss": -0.40836653113365173, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.859847903251648, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1936}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1937}
{"loss": -0.3903239965438843, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8214617967605591, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1937}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1938}
{"loss": -0.37086400389671326, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7800411581993103, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1938}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1939}
{"loss": -0.35835933685302734, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7540479302406311, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1939}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1940}
{"loss": -0.37903591990470886, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7981747388839722, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1940}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1941}
{"loss": -0.28172871470451355, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.5909885168075562, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1941}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1942}
{"loss": -0.49017417430877686, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 1.0329093933105469, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1942}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1943}
{"loss": -0.3373791575431824, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7098305821418762, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1943}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1944}
{"loss": -0.4220746159553528, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8892309069633484, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1944}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1945}
{"loss": -0.3621882200241089, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7620831727981567, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1945}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1946}
{"loss": -0.37587279081344604, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7906599640846252, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1946}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1947}
{"loss": -0.34362608194351196, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7229052186012268, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1947}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1948}
{"loss": -0.3290254473686218, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.6915857791900635, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1948}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1949}
{"loss": -0.36959242820739746, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7779940366744995, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1949}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1950}
{"loss": -0.34331536293029785, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7220929265022278, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1950}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1951}
{"loss": -0.36276334524154663, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7629421949386597, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1951}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1952}
{"loss": -0.36371514201164246, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7640600204467773, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1952}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1953}
{"loss": -0.3825892508029938, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8050878643989563, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1953}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1954}
{"loss": -0.365159809589386, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7678838968276978, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1954}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1955}
{"loss": -0.4084029495716095, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8597021698951721, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1955}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1956}
{"loss": -0.33116087317466736, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6950163245201111, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1956}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1957}
{"loss": -0.3445347845554352, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7236447930335999, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1957}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1958}
{"loss": -0.39880040287971497, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8387953639030457, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1958}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1959}
{"loss": -0.342802494764328, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.7204554677009583, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1959}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1960}
{"loss": -0.2868918776512146, "acc": 0.997733473777771, "acc_or": 0.9988667368888855, "sender_entropy": 0.6021888256072998, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1960}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1961}
{"loss": -0.32120466232299805, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6748096942901611, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1961}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1962}
{"loss": -0.45260003209114075, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.9530704617500305, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1962}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1963}
{"loss": -0.3127570152282715, "acc": 0.997733473777771, "acc_or": 0.9988667368888855, "sender_entropy": 0.6567127108573914, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1963}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1964}
{"loss": -0.3979969918727875, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8377082347869873, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1964}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1965}
{"loss": -0.3846827447414398, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8086908459663391, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1965}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1966}
{"loss": -0.338529109954834, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7115175127983093, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1966}
{"generalization hold out": {"acc": 0.44387754797935486, "acc_or": 0.6964285373687744}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1967}
{"loss": -0.3244816064834595, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6817952990531921, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1967}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1968}
{"loss": -0.3521839678287506, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7406148910522461, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1968}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1969}
{"loss": -0.3479575514793396, "acc": 0.9984134435653687, "acc_or": 0.9992067217826843, "sender_entropy": 0.7314860820770264, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1969}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1970}
{"loss": -0.33183661103248596, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.6976936459541321, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1970}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1971}
{"loss": -0.3956233263015747, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8327168822288513, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1971}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1972}
{"loss": -0.4615747630596161, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.9722626805305481, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1972}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1973}
{"loss": -0.29789766669273376, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.6252902746200562, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1973}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1974}
{"loss": -0.3424471616744995, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7197245955467224, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1974}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1975}
{"loss": -0.3039061725139618, "acc": 0.997846782207489, "acc_or": 0.9989233613014221, "sender_entropy": 0.6374334692955017, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1975}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1976}
{"loss": -0.3287900686264038, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6906752586364746, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1976}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1977}
{"loss": -0.3787938356399536, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.796333909034729, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1977}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1978}
{"loss": -0.3945031762123108, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8297523260116577, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1978}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1979}
{"loss": -0.3524293005466461, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7407317161560059, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1979}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1980}
{"loss": -0.352108359336853, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7398363947868347, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1980}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1981}
{"loss": -0.4096159040927887, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8615203499794006, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1981}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1982}
{"loss": -0.3390280604362488, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7118503451347351, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1982}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1983}
{"loss": -0.41946277022361755, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8824172019958496, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1983}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1984}
{"loss": -0.33229345083236694, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6981191039085388, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1984}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1985}
{"loss": -0.33971720933914185, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7136892676353455, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1985}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1986}
{"loss": -0.32698342204093933, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.6866453886032104, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1986}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1987}
{"loss": -0.37636467814445496, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.7914578914642334, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1987}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1988}
{"loss": -0.40567445755004883, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8527475595474243, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1988}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1989}
{"loss": -0.3344487249851227, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7020414471626282, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1989}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9989795684814453, "acc_or": 0.9994897246360779}, "epoch": 1990}
{"loss": -0.3219761252403259, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.6756572723388672, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1990}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1991}
{"loss": -0.4010218381881714, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.8435425758361816, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1991}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1992}
{"loss": -0.41803881525993347, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8793087601661682, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1992}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1993}
{"loss": -0.39353057742118835, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.8278034925460815, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1993}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1994}
{"loss": -0.33542531728744507, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.7022855877876282, "receiver_entropy": 0.0, "length": 3.9997732639312744, "mode": "test", "epoch": 1994}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1995}
{"loss": -0.36451247334480286, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7653622627258301, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 1995}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1996}
{"loss": -0.47980397939682007, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 1.0098650455474854, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 1996}
{"generalization hold out": {"acc": 0.44897958636283875, "acc_or": 0.6989795565605164}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 1997}
{"loss": -0.39154544472694397, "acc": 0.997960090637207, "acc_or": 0.9989800453186035, "sender_entropy": 0.8235253095626831, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 1997}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1998}
{"loss": -0.41728222370147705, "acc": 0.9981867671012878, "acc_or": 0.9990933537483215, "sender_entropy": 0.8776055574417114, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 1998}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9969387054443359, "acc_or": 0.998469352722168}, "epoch": 1999}
{"loss": -0.37312597036361694, "acc": 0.9980734586715698, "acc_or": 0.9990367293357849, "sender_entropy": 0.7842993140220642, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 1999}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 2000}
{"loss": -0.3496581017971039, "acc": 0.9983000755310059, "acc_or": 0.9991500377655029, "sender_entropy": 0.7343289852142334, "receiver_entropy": 0.0, "length": 4.0, "mode": "test", "epoch": 2000}
{"epoch": 2000, "positional_disent": 0.7274582982063293, "bag_of_symbol_disent": 0.07146167755126953, "topographic_sim": 0.20458447804811694}
{"epoch": 2000, "positional_disent": 0.7970296740531921, "bag_of_symbol_disent": 0.06693638116121292, "topographic_sim": 0.8851172582368613}
{"generalization hold out": {"acc": 0.45408162474632263, "acc_or": 0.7015305757522583}, "uniform holdout": {"acc": 0.9979591369628906, "acc_or": 0.9989795684814453}, "epoch": 2000}
