AIGT detection on HC3 Deep-Word-Bug attack Overall (in-domain)
100OARoBERTa
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RoBERTa2024.06 | 100 | 76.5 | 23.5 | 298.08 | |
| DeBERTa2024.06 | 100 | 66 | 34 | 233.46 | |
| Flooding2024.06 | 100 | 67.5 | 32.5 | 225.59 | |
| RanMASK2024.06 | 100 | 79.5 | 20.5 | 324.38 | |
| RMLM2024.06 | 100 | 83 | 17 | 343.08 | |
| SCRN2024.06 | 100 | 93.75 | 6.25 | 371.72 | |
| SeqXGPT2024.06 | 99.75 | 54 | 45.86 | 223.06 | |
| BERT2024.06 | 99.75 | 55.5 | 44.36 | 217.61 | |
| RDrop2024.06 | 99.75 | 80.25 | 19.55 | 336.92 | |
| ChatGPT-Detector2024.06 | 99 | 56.75 | 42.68 | 231.34 | |
| Log-Likelihood2024.06 | 98 | 50 | 48.98 | 207.72 | |
| Log-Rank2024.06 | 97.75 | 49.5 | 49.36 | 209.48 | |
| GLTR2024.06 | 97 | 49.25 | 49.23 | 210.44 | |
| Entropy2024.06 | 90.5 | 46.25 | 48.9 | 202.26 |