AIGT detection on HC3 Deep-Word-Bug attack AI to Human (in-domain)
100Overall AccuracyBERT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BERT2024.06 | 100 | 12.5 | 87.5 | 152.3 | |
| RoBERTa2024.06 | 100 | 53 | 47 | 293.59 | |
| DeBERTa2024.06 | 100 | 32 | 68 | 171.36 | |
| Flooding2024.06 | 100 | 35 | 65 | 175.48 | |
| RanMASK2024.06 | 100 | 59 | 41 | 332.98 | |
| RMLM2024.06 | 100 | 66 | 34 | 377.24 | |
| SCRN2024.06 | 100 | 87.5 | 12.5 | 437.5 | |
| SeqXGPT2024.06 | 99.5 | 8 | 91.96 | 139.96 | |
| RDrop2024.06 | 99.5 | 60.5 | 39.2 | 367.74 | |
| ChatGPT-Detector2024.06 | 98 | 13.5 | 86.22 | 161.07 | |
| Log-Rank2024.06 | 96.5 | 0 | 100 | 110.93 | |
| Log-Likelihood2024.06 | 96 | 0 | 100 | 109.2 | |
| GLTR2024.06 | 95 | 0 | 100 | 114.79 | |
| Entropy2024.06 | 86 | 0 | 100 | 108.82 |