AI-Generated Text Detection on Adversarial Attack Robustness Suite
82.71AUROC (Homoglyph)LAPD
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| LAPDZero-Shot=true, Score Standardization=true2026.04 | 82.71 | 82.53 | 87.09 | 81.1 | 83.36 | 89.96 | |
| BinocularsZero-Shot=true2026.04 | 71.45 | 80.25 | 80.7 | 64.03 | 74.11 | 85.59 | |
| DNA-DetectLLMZero-Shot=true, Score Standardization=true2026.04 | 68.29 | 81.1 | 82.99 | 59.83 | 73.05 | 87.32 | |
| Fast-DetectGPTZero-Shot=true, Score Standardization=true2026.04 | 67.21 | 72.82 | 80.49 | 63.36 | 70.97 | 84.95 | |
| Lastde++Zero-Shot=true, Score Standardization=true2026.04 | 65.25 | 72.65 | 80.15 | 61.73 | 69.95 | 89.2 | |
| RAIZero-Shot=true2026.04 | 48.09 | 68.9 | 68.5 | 36.93 | 55.61 | 78.06 |