Machine-generated Text Detection on DetectRL XSum
99.99AUROCRoBERTa-Base
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RoBERTa-Base2026.06 | 99.99 | 99.85 | |
| XLM-RoBERTa-Base2026.06 | 99.97 | 99.55 | |
| SV-Detect2026.06 | 99.94 | 99.45 | |
| RoBERTa-Large2026.06 | 99.85 | 98.95 | |
| XLM-RoBERTa-Large2026.06 | 99.84 | 98.95 | |
| Binoculars2026.06 | 77.39 | 72.18 | |
| Entropy2026.06 | 67.84 | 57.23 | |
| Revise-Detect.2026.06 | 50.34 | 46.07 | |
| LRR2026.06 | 50.09 | 38.38 | |
| Log-Rank2026.06 | 46.74 | 42.6 | |
| Log-Likelihood2026.06 | 45.68 | 41.32 | |
| Fast-DetectGPT2026.06 | 39.19 | 28.39 | |
| Rank2026.06 | 36.87 | 22.47 | |
| NPR2026.06 | 34.59 | 18.31 | |
| DetectGPT2026.06 | 12.21 | 0 |