/.*/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 ---------------------------------------------
[92mPositive (100%)[0m --> [91mNegative (98%)[0m

exposing the ways we fool ourselves is one [92mhour[0m photo's real [92mstrength[0m .

exposing the ways we fool ourselves is one [91mstopwatch[0m photo's real [91mkraft[0m .


--------------------------------------------- Result 2 ---------------------------------------------
[92mPositive (96%)[0m --> [91mNegative (99%)[0m

it's up to you to decide whether to admire these people's dedication to their cause or be [92mrepelled[0m by their dogmatism , manipulativeness and narrow , [92mfearful[0m view of american life .

it's up to you to decide whether to admire these people's dedication to their cause or be [91mrescheduled[0m by their dogmatism , manipulativeness and narrow , [91mshitless[0m view of american life .


--------------------------------------------- Result 3 ---------------------------------------------
[92mPositive (100%)[0m --> [91mNegative (96%)[0m

mostly , [goldbacher] just lets her complicated characters be [92munruly[0m , confusing and , through it all , [92mhuman[0m .

mostly , [goldbacher] just lets her complicated characters be [91mhaphazard[0m , confusing and , through it all , [91mhumanistic[0m .


--------------------------------------------- Result 4 ---------------------------------------------
[92mPositive (99%)[0m --> [91mNegative (90%)[0m

. . . [92mquite[0m good at [92mproviding[0m some good old fashioned [92mspooks[0m .

. . . [91mrather[0m good at [91mprovision[0m some good old fashioned [91mbugging[0m .



+-------------------------------+--------+
| Attack Results                |        |
+-------------------------------+--------+
| Number of successful attacks: | 4      |
| Number of failed attacks:     | 0      |
| Number of skipped attacks:    | 0      |
| Original accuracy:            | 100.0% |
| Accuracy under attack:        | 0.0%   |
| Attack success rate:          | 100.0% |
| Average perturbed word %:     | 17.56% |
| Average num. words per input: | 16.25  |
| Avg num queries:              | 45.5   |
+-------------------------------+--------+
