/.*/Attack(
  (search_method): GreedyWordSwapWIR(
    (wir_method):  unk
  )
  (goal_function):  UntargetedClassification
  (transformation):  WordSwapEmbedding(
    (max_candidates):  15
    (embedding):  WordEmbedding
  )
  (constraints): 
    (0): BERTScore(
        (min_bert_score):  0.8
        (model):  bert-base-uncased
        (score_type):  f1
        (compare_against_original):  True
      )
    (1): PartOfSpeech(
        (tagger_type):  flair
        (tagset):  universal
        (allow_verb_noun_swap):  True
        (compare_against_original):  True
      )
    (2): RepeatModification
    (3): StopwordModification
  (is_black_box):  True
) 

--------------------------------------------- Result 1 ---------------------------------------------
[[Positive (100%)]] --> [[[FAILED]]]

exposing the ways we fool ourselves is one hour photo's real strength .


--------------------------------------------- Result 2 ---------------------------------------------
[[Positive (96%)]] --> [[Negative (99%)]]

it's up to you to decide whether to admire these people's dedication to their cause or be [[repelled]] by their dogmatism , manipulativeness and narrow , [[fearful]] view of american life .

it's up to you to decide whether to admire these people's dedication to their cause or be [[rescheduled]] by their dogmatism , manipulativeness and narrow , [[shitless]] view of american life .


--------------------------------------------- Result 3 ---------------------------------------------
[[Positive (100%)]] --> [[Negative (71%)]]

mostly , [goldbacher] just lets her complicated characters be [[unruly]] , confusing and , through it all , [[human]] .

mostly , [goldbacher] just lets her complicated characters be [[disorderly]] , confusing and , through it all , [[humans]] .


--------------------------------------------- Result 4 ---------------------------------------------
[[Positive (99%)]] --> [[Negative (90%)]]

. . . [[quite]] good at [[providing]] some good old [[fashioned]] [[spooks]] .

. . . [[fairly]] good at [[deliver]] some good old [[sculpted]] [[bugging]] .



+-------------------------------+--------+
| Attack Results                |        |
+-------------------------------+--------+
| Number of successful attacks: | 3      |
| Number of failed attacks:     | 1      |
| Number of skipped attacks:    | 0      |
| Original accuracy:            | 100.0% |
| Accuracy under attack:        | 25.0%  |
| Attack success rate:          | 75.0%  |
| Average perturbed word %:     | 21.56% |
| Average num. words per input: | 16.25  |
| Avg num queries:              | 33.0   |
+-------------------------------+--------+
