Machine-generated text detection on DetectRL Multi-Topic (in-domain)
1arXiv ScorekNNProxy
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| kNNProxyBase Detector=Binoculars2026.04 | 1 | 0.997 | 0.998 | 1 | 0.999 | 14.83 | |
| kNNProxyBase Detector=Fast-DetectGPT2026.04 | 0.998 | 0.987 | 0.988 | 0.997 | 0.992 | 71.03 | |
| LikelihoodProxy Alignment=None2026.04 | 0.988 | 0.457 | 0.68 | 0.758 | 0.632 | — | |
| kNNProxyBase Detector=Likelihood2026.04 | 0.986 | 0.966 | 0.982 | 0.997 | 0.983 | 55.54 | |
| BinocularsProxy Alignment=None2026.04 | 0.84 | 0.774 | 0.944 | 0.9 | 0.87 | — | |
| LRRProxy Alignment=None2026.04 | 0.705 | 0.501 | 0.647 | 0.766 | 0.655 | — | |
| Revise-DetectProxy Alignment=None2026.04 | 0.704 | 0.503 | 0.732 | 0.75 | 0.678 | — | |
| DNA-GPTProxy Alignment=None2026.04 | 0.674 | 0.642 | 0.69 | 0.782 | 0.697 | — | |
| LogRankProxy Alignment=None2026.04 | 0.67 | 0.467 | 0.676 | 0.764 | 0.644 | — | |
| RankProxy Alignment=None2026.04 | 0.572 | 0.369 | 0.563 | 0.551 | 0.511 | — | |
| NPRProxy Alignment=None2026.04 | 0.539 | 0.346 | 0.55 | 0.501 | 0.489 | — | |
| EntropyProxy Alignment=None2026.04 | 0.484 | 0.678 | 0.391 | 0.288 | 0.465 | — | |
| Fast-DetectGPTProxy Alignment=None2026.04 | 0.437 | 0.392 | 0.742 | 0.77 | 0.58 | — | |
| DetectGPTProxy Alignment=None2026.04 | 0.222 | 0.122 | 0.59 | 0.444 | 0.344 | — |