AI-Generated Text Detection on Claude Sonnet 3.7
0.9964AUROC (Insertion)LAPD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LAPDzero-shot=true, editing ratio=1%, standardization=perturbing or generating auxiliary sequences2026.04 | 0.9964 | 0.9968 | 0.997 | |
| DNA-DetectLLMzero-shot=true, editing ratio=1%, standardization=perturbing or generating auxiliary sequences2026.04 | 0.9384 | 0.9693 | 0.9332 | |
| RAIzero-shot=true, editing ratio=1%2026.04 | 0.9299 | 0.9144 | 0.936 | |
| Binocularszero-shot=true, editing ratio=1%2026.04 | 0.8993 | 0.9541 | 0.89 | |
| Fast-DetectGPTzero-shot=true, editing ratio=1%, standardization=perturbing or generating auxiliary sequences2026.04 | 0.8432 | 0.9129 | 0.8323 | |
| Entropyzero-shot=true, editing ratio=1%2026.04 | 0.7342 | 0.7836 | 0.7098 | |
| Lastde++zero-shot=true, editing ratio=1%, standardization=perturbing or generating auxiliary sequences2026.04 | 0.6678 | 0.8477 | 0.6609 | |
| LogRankzero-shot=true, editing ratio=1%2026.04 | 0.6424 | 0.7278 | 0.6199 | |
| Likelihoodzero-shot=true, editing ratio=1%2026.04 | 0.6413 | 0.7303 | 0.6194 | |
| DetectGPTzero-shot=true, editing ratio=1%, standardization=perturbing or generating auxiliary sequences2026.04 | 0.4718 | 0.4983 | 0.4616 |