AI-Generated Text Detection on Gemini-2.0 Flash generated text
99.34AUROC (Insertion)LAPD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LAPDzero-shot=true, editing ratio=1%, standardization=perturbing or generating auxiliary sequences2026.04 | 99.34 | 99.37 | 99.36 | |
| DNA-DetectLLMzero-shot=true, editing ratio=1%, standardization=perturbing or generating auxiliary sequences2026.04 | 97.73 | 98.17 | 97.7 | |
| Binocularszero-shot=true, editing ratio=1%2026.04 | 97.43 | 98.07 | 97.37 | |
| RAIzero-shot=true, editing ratio=1%2026.04 | 95.45 | 94.58 | 95.54 | |
| Fast-DetectGPTzero-shot=true, editing ratio=1%, standardization=perturbing or generating auxiliary sequences2026.04 | 94.37 | 95.82 | 94.16 | |
| Lastde++zero-shot=true, editing ratio=1%, standardization=perturbing or generating auxiliary sequences2026.04 | 86.36 | 92.51 | 85.88 | |
| LogRankzero-shot=true, editing ratio=1%2026.04 | 76.79 | 82.95 | 74.96 | |
| Likelihoodzero-shot=true, editing ratio=1%2026.04 | 76.39 | 82.85 | 74.74 | |
| Entropyzero-shot=true, editing ratio=1%2026.04 | 65.7 | 71.2 | 63.58 | |
| DetectGPTzero-shot=true, editing ratio=1%, standardization=perturbing or generating auxiliary sequences2026.04 | 47.77 | 51.63 | 47.43 |