Adversarial Attack on SST-2
54.6Attack Success Rate (ASR)PivotAttack
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PivotAttackVictim Model=Gemma 3, Evaluation Protocol=Zero-shot, Query Budget=1002026.03 | 54.6 | 5.9 | |
| PivotAttackVictim Model=Qwen2.5, Evaluation Protocol=Zero-shot, Query Budget=1002026.03 | 52.6 | 6.1 | |
| PivotAttackVictim Model=ALBERT, Query Budget=1002026.03 | 51.1 | 6.2 | |
| LimeAttackVictim Model=ALBERT, Query Budget=1002026.03 | 47 | 5.9 | |
| PivotAttackVictim Model=WordCNN, Query Budget=1002026.03 | 46.4 | 6.1 | |
| VIWHardVictim Model=ALBERT, Query Budget=1002026.03 | 45.2 | 6.3 | |
| LimeAttackVictim Model=WordCNN, Query Budget=1002026.03 | 43.6 | 5.8 | |
| HyGloadAttackVictim Model=WordCNN, Query Budget=1002026.03 | 43.4 | 6.2 | |
| LeapAttackVictim Model=ALBERT, Query Budget=1002026.03 | 42.8 | 6.4 | |
| LeapAttackVictim Model=WordCNN, Query Budget=1002026.03 | 41.7 | 5.5 | |
| VIWHardVictim Model=WordCNN, Query Budget=1002026.03 | 39.7 | 6.1 | |
| HyGloadAttackVictim Model=ALBERT, Query Budget=1002026.03 | 38.1 | 6.6 | |
| PivotAttackVictim Model=WordLSTM, Query Budget=1002026.03 | 37.8 | 6.1 | |
| TextHoaxerVictim Model=WordCNN, Query Budget=1002026.03 | 37.5 | 5.3 | |
| HLBBVictim Model=WordCNN, Query Budget=1002026.03 | 37.3 | 5.7 | |
| TextHackerVictim Model=WordCNN, Query Budget=1002026.03 | 37.2 | 6.6 | |
| TextHackerVictim Model=ALBERT, Query Budget=1002026.03 | 35.5 | 7 | |
| TextHoaxerVictim Model=ALBERT, Query Budget=1002026.03 | 34.8 | 6.5 | |
| HLBBVictim Model=ALBERT, Query Budget=1002026.03 | 34.1 | 6.5 | |
| PivotAttackVictim Model=DistilBERT, Query Budget=1002026.03 | 32.4 | 6.5 | |
| PivotAttackVictim Model=BERT, Query Budget=1002026.03 | 30.6 | 6.4 | |
| PivotAttackVictim Model=Qwen2.5, Evaluation Protocol=Fine-tuned, Query Budget=1002026.03 | 29.6 | 6.4 |