AI-Generated Text Detection on OPT unseen category
89.1AccuracyDRGD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DRGDPerturbation Type=Original2026.04 | 89.1 | 88.3 | — | |
| BERTPerturbation Type=Original2026.04 | 82.1 | 84.2 | — | |
| SCRNPerturbation Type=Original2026.04 | 81.3 | 79.2 | — | |
| DRGDPerturbation Type=Delete2026.04 | 80 | 79.9 | — | |
| DRGDPerturbation Type=Replace2026.04 | 74.5 | 75.6 | — | |
| DRGDPerturbation Type=Average2026.04 | 72.1 | 74 | — | |
| BERTPerturbation Type=Delete2026.04 | 68.8 | 72.6 | — | |
| SCRNPerturbation Type=Delete2026.04 | 67.6 | 64.9 | — | |
| DRGDPerturbation Type=Insert2026.04 | 67.5 | 70.6 | — | |
| BERTPerturbation Type=Average2026.04 | 67.3 | 66.8 | — | |
| BERTPerturbation Type=Swap2026.04 | 66.9 | 64.2 | — | |
| BERTPerturbation Type=Insert2026.04 | 66.9 | 65.1 | — | |
| DRGDPerturbation Type=Swap2026.04 | 66.5 | 69.9 | — | |
| BERTPerturbation Type=Replace2026.04 | 66.4 | 65.3 | — | |
| SCRNPerturbation Type=Average2026.04 | 64.1 | 63.2 | — | |
| SCRNPerturbation Type=Replace2026.04 | 63.5 | 66.9 | — | |
| SCRNPerturbation Type=Swap2026.04 | 62.6 | 59.9 | — | |
| SCRNPerturbation Type=Insert2026.04 | 62.6 | 60.9 | — | |
| BERTAttack Method=PWWS2026.04 | — | — | 30.7 | |
| BERTAttack Method=TextFooler2026.04 | — | — | 61.5 | |
| BERTAttack Method=Deep-Word-Bug2026.04 | — | — | 46.1 | |
| DRGDAttack Method=PWWS2026.04 | — | — | 27.2 | |
| DRGDAttack Method=TextFooler2026.04 | — | — | 54.5 | |
| DRGDAttack Method=Deep-Word-Bug2026.04 | — | — | 22.4 | |
| SCRNAttack Method=PWWS2026.04 | — | — | 27.4 | |
| SCRNAttack Method=TextFooler2026.04 | — | — | 58.7 | |
| SCRNAttack Method=Deep-Word-Bug2026.04 | — | — | 30.9 |