/.*/Attack(
  (search_method): GreedyWordSwapWIR(
    (wir_method):  gradient
  )
  (goal_function):  UntargetedClassification
  (transformation):  WordSwapEmbedding(
    (max_candidates):  15
    (embedding):  WordEmbedding
  )
  (constraints): 
    (0): RepeatModification
    (1): StopwordModification
  (is_black_box):  False
) 
/.*/
--------------------------------------------- Result 1 ---------------------------------------------
[92mPositive (99%)[0m --> [91mNegative (98%)[0m

goldmember is funny enough to [92mjustify[0m the embarrassment of bringing a barf bag to the moviehouse .

goldmember is funny enough to [91mreasoned[0m the embarrassment of bringing a barf bag to the moviehouse .


--------------------------------------------- Result 2 ---------------------------------------------
[92mPositive (100%)[0m --> [91mNegative (100%)[0m

. . . a fairly disposable yet still [92mentertaining[0m b picture .

. . . a fairly disposable yet still [91mdistracting[0m b picture .


--------------------------------------------- Result 3 ---------------------------------------------
[92mPositive (100%)[0m --> [91m[FAILED][0m

it may not be particularly innovative , but the film's crisp , unaffected style and air of gentle longing make it unexpectedly rewarding .



+-------------------------------+--------+
| Attack Results                |        |
+-------------------------------+--------+
| Number of successful attacks: | 2      |
| Number of failed attacks:     | 1      |
| Number of skipped attacks:    | 0      |
| Original accuracy:            | 100.0% |
| Accuracy under attack:        | 33.33% |
| Attack success rate:          | 66.67% |
| Average perturbed word %:     | 9.38%  |
| Average num. words per input: | 15.0   |
| Avg num queries:              | 71.0   |
+-------------------------------+--------+
