AI-Generated Text Detection on GPT-4 Turbo generated text
99.16AUROC (Insertion)LAPD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LAPDzero-shot=true, editing ratio=1%, standardization=perturbing or generating auxiliary sequences2026.04 | 99.16 | 98.99 | 99.05 | |
| DNA-DetectLLMzero-shot=true, editing ratio=1%, standardization=perturbing or generating auxiliary sequences2026.04 | 93.48 | 96.34 | 93.16 | |
| RAIzero-shot=true, editing ratio=1%2026.04 | 92.83 | 91.81 | 86.92 | |
| Binocularszero-shot=true, editing ratio=1%2026.04 | 87.69 | 93.43 | 87.46 | |
| Fast-DetectGPTzero-shot=true, editing ratio=1%, standardization=perturbing or generating auxiliary sequences2026.04 | 84.82 | 90.85 | 84.57 | |
| Lastde++zero-shot=true, editing ratio=1%, standardization=perturbing or generating auxiliary sequences2026.04 | 68.89 | 85.13 | 68.36 | |
| Entropyzero-shot=true, editing ratio=1%2026.04 | 57.66 | 63.51 | 55.59 | |
| LogRankzero-shot=true, editing ratio=1%2026.04 | 52.21 | 60.69 | 50.47 | |
| Likelihoodzero-shot=true, editing ratio=1%2026.04 | 51.54 | 60.73 | 49.91 | |
| DetectGPTzero-shot=true, editing ratio=1%, standardization=perturbing or generating auxiliary sequences2026.04 | 45.71 | 46.65 | 46.15 |