Adversarial Attack on Amazon
34.9ASRPivotAttack
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PivotAttackVictim Model=Gemma 3, Evaluation Protocol=Zero-shot, Query Budget=1002026.03 | 34.9 | 0.012 | |
| PivotAttackVictim Model=Qwen2.5, Evaluation Protocol=Zero-shot, Query Budget=1002026.03 | 21.8 | 0.017 | |
| PivotAttackVictim Model=WordCNN, Query Budget=1002026.03 | 19 | 2.1 | |
| TextHackerVictim Model=WordCNN, Query Budget=1002026.03 | 19 | 2.9 | |
| HyGloadAttackVictim Model=WordCNN, Query Budget=1002026.03 | 18.9 | 2.4 | |
| PivotAttackVictim Model=WordLSTM, Query Budget=1002026.03 | 18.6 | 0.018 | |
| LimeAttackVictim Model=WordCNN, Query Budget=1002026.03 | 17 | 2.4 | |
| HLBBVictim Model=WordCNN, Query Budget=1002026.03 | 16.8 | 2.9 | |
| LeapAttackVictim Model=WordCNN, Query Budget=1002026.03 | 16.1 | 2.3 | |
| TextHoaxerVictim Model=WordCNN, Query Budget=1002026.03 | 16 | 2.5 | |
| PivotAttackVictim Model=BERT, Query Budget=1002026.03 | 15.5 | 0.022 | |
| PivotAttackVictim Model=ALBERT, Query Budget=1002026.03 | 15.4 | 1.3 | |
| HLBBVictim Model=ALBERT, Query Budget=1002026.03 | 15.3 | 2.7 | |
| HyGloadAttackVictim Model=ALBERT, Query Budget=1002026.03 | 15.2 | 2.3 | |
| LeapAttackVictim Model=ALBERT, Query Budget=1002026.03 | 15.1 | 2.4 | |
| LimeAttackVictim Model=ALBERT, Query Budget=1002026.03 | 15 | 2 | |
| VIWHardVictim Model=ALBERT, Query Budget=1002026.03 | 14.9 | 1.4 | |
| VIWHardVictim Model=WordCNN, Query Budget=1002026.03 | 14.7 | 2.3 | |
| TextHoaxerVictim Model=ALBERT, Query Budget=1002026.03 | 14.7 | 2.3 | |
| TextHackerVictim Model=ALBERT, Query Budget=1002026.03 | 14.5 | 2.5 | |
| PivotAttackVictim Model=DistilBERT, Query Budget=1002026.03 | 11.7 | 0.015 | |
| PivotAttackVictim Model=Qwen2.5, Evaluation Protocol=Fine-tuned, Query Budget=1002026.03 | 6.5 | 0.02 |