Adversarial Evasion Attack on MGT-Academic Humanity
87ASRMASH
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MASHDetector=fine-tuned RoBERTa, Threshold (τ)=0.52026.01 | 87 | 20.67 | 63.96 | 90.48 | |
| CharmerDetector=fine-tuned RoBERTa, Threshold (τ)=0.52026.01 | 73 | 14.54 | 55.04 | 97.11 | |
| DIPPERDetector=fine-tuned RoBERTa, Threshold (τ)=0.52026.01 | 57 | 14.67 | 57.82 | 90.31 | |
| GradEscapeDetector=fine-tuned RoBERTa, Threshold (τ)=0.52026.01 | 37 | 21.51 | 61.51 | 95.84 | |
| CoPADetector=fine-tuned RoBERTa, Threshold (τ)=0.52026.01 | 20 | 27.52 | 63.88 | 87.27 | |
| TextBuggerDetector=fine-tuned RoBERTa, Threshold (τ)=0.52026.01 | 15 | 40.51 | 40.31 | 93.19 | |
| TextFoolerDetector=fine-tuned RoBERTa, Threshold (τ)=0.52026.01 | 11 | 72.33 | 34.95 | 92.89 | |
| DeepWordBugDetector=fine-tuned RoBERTa, Threshold (τ)=0.52026.01 | 7 | 30.09 | 48.67 | 95.2 | |
| DPO-EvaderDetector=fine-tuned RoBERTa, Threshold (τ)=0.52026.01 | 6 | 9.82 | 44.09 | 92.06 | |
| HMGCDetector=fine-tuned RoBERTa, Threshold (τ)=0.52026.01 | 3 | 48.02 | 51.81 | 91.55 | |
| MASHDetector=Binoculars2026.01 | 0.95 | 13.47 | 70.25 | 90.74 | |
| GradEscapeDetector=Binoculars2026.01 | 0.87 | 17.58 | 70 | 94.16 | |
| PromptAttackDetector=Binoculars2026.01 | 0.83 | 11.13 | 73.82 | 92.7 | |
| CharmerDetector=Binoculars2026.01 | 0.71 | 12.91 | 63.04 | 98.31 | |
| HMGCDetector=Binoculars2026.01 | 0.69 | 15.05 | 60.24 | 97.32 | |
| DIPPERDetector=Binoculars2026.01 | 0.53 | 11.93 | 63.78 | 89.17 | |
| CoPADetector=Binoculars2026.01 | 0.25 | 9.25 | 38.89 | 92.73 | |
| DPO-EvaderDetector=Binoculars2026.01 | 0.08 | 5.79 | 25.98 | 95.02 | |
| PromptAttackDetector=fine-tuned RoBERTa, Threshold (τ)=0.52026.01 | 0 | 12.46 | 68.93 | 92.77 | |
| DeepWordBugDetector=Binoculars2026.01 | 0 | 10.73 | 63.87 | 98.22 | |
| TextBuggerDetector=Binoculars2026.01 | 0 | 11.81 | 61.73 | 96.75 | |
| TextFoolerDetector=Binoculars2026.01 | 0 | 11.37 | 63.69 | 98.13 |