Adversarial Attack on MR
62.2ASRPivotAttack
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PivotAttackVictim Model=Gemma 3, Evaluation Protocol=Zero-shot, Query Budget=1002026.03 | 62.2 | 4.8 | — | — | — | |
| PivotAttackVictim Model=WordCNN, Query Budget=1002026.03 | 51.5 | 6 | — | — | — | |
| PivotAttackVictim Model=WordLSTM, Query Budget=1002026.03 | 50.6 | 5.1 | — | — | — | |
| LimeAttackVictim Model=WordCNN, Query Budget=1002026.03 | 48.8 | 5.1 | — | — | — | |
| TextHackerVictim Model=WordCNN, Query Budget=1002026.03 | 48.6 | 6.1 | — | — | — | |
| VIWHardVictim Model=WordCNN, Query Budget=1002026.03 | 47.5 | 5.2 | — | — | — | |
| HyGloadAttackVictim Model=WordCNN, Query Budget=1002026.03 | 47.5 | 5.5 | — | — | — | |
| PivotAttackVictim Model=BERT, Query Budget=1002026.03 | 47.5 | 5.9 | — | — | — | |
| LeapAttackVictim Model=WordCNN, Query Budget=1002026.03 | 46.7 | 4.9 | — | — | — | |
| PivotAttackVictim Model=Qwen2.5, Evaluation Protocol=Zero-shot, Query Budget=1002026.03 | 44.1 | 6.4 | — | — | — | |
| TextHoaxerVictim Model=WordCNN, Query Budget=1002026.03 | 42.3 | 4.7 | — | — | — | |
| HLBBVictim Model=WordCNN, Query Budget=1002026.03 | 41.3 | 5.3 | — | — | — | |
| PivotAttackVictim Model=ALBERT, Query Budget=1002026.03 | 39.4 | 6.1 | — | — | — | |
| LimeAttackVictim Model=ALBERT, Query Budget=1002026.03 | 38.6 | 5.1 | — | — | — | |
| HyGloadAttackVictim Model=ALBERT, Query Budget=1002026.03 | 36.6 | 5.5 | — | — | — | |
| LeapAttackVictim Model=ALBERT, Query Budget=1002026.03 | 35.2 | 5.6 | — | — | — | |
| PivotAttackVictim Model=DistilBERT, Query Budget=1002026.03 | 33.5 | 6.2 | — | — | — | |
| PivotAttackVictim Model=Qwen2.5, Evaluation Protocol=Fine-tuned, Query Budget=1002026.03 | 32.1 | 6.4 | — | — | — | |
| VIWHardVictim Model=ALBERT, Query Budget=1002026.03 | 32 | 5.2 | — | — | — | |
| TextHackerVictim Model=ALBERT, Query Budget=1002026.03 | 30.5 | 7 | — | — | — | |
| TextHoaxerVictim Model=ALBERT, Query Budget=1002026.03 | 30.1 | 5.3 | — | — | — | |
| HLBBVictim Model=ALBERT, Query Budget=1002026.03 | 30.1 | 6 | — | — | — | |
| BBABudget=1002026.05 | — | — | 61.7 | 74.7 | 71.9 | |
| DeepWordBugBudget=1002026.05 | — | — | 37.8 | 50.7 | 45.8 | |
| EnsembleBudget=102026.05 | — | — | 19.1 | 26.2 | 22.2 | |
| HAWRBudget=102026.05 | — | — | 38 | 49.5 | 45.6 | |
| HQA-AttackBudget=1002026.05 | — | — | 61.4 | 67.5 | 70.6 | |
| LeapAttackBudget=1002026.05 | — | — | 63.1 | 68 | 67.7 | |
| SEP-AttackBudget=102026.05 | — | — | 70.2 | 78.5 | 75.9 | |
| TextBuggerBudget=1002026.05 | — | — | 45.9 | 62 | 54.4 | |
| TextFoolerBudget=1002026.05 | — | — | 47.1 | 76.1 | 64.6 |