Machine-generated text detection on DetectRL Multi-LLM (in-domain)
99.7Score (GPT-3.5)kNNProxy
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| kNNProxyBase Detector=Binoculars2026.04 | 99.7 | 99.9 | 99.8 | 99.9 | 99.8 | 19.81 | |
| kNNProxyBase Detector=Fast-DetectGPT2026.04 | 98.3 | 98.8 | 99 | 99.4 | 98.9 | 65.94 | |
| kNNProxyBase Detector=Likelihood2026.04 | 96.9 | 95.8 | 96.9 | 99.1 | 97.2 | 55.52 | |
| BinocularsProxy Alignment=None2026.04 | 88.1 | 55.2 | 93.3 | 96.6 | 83.3 | — | |
| Revise-DetectProxy Alignment=None2026.04 | 70.1 | 49.9 | 69.8 | 75.7 | 66.9 | — | |
| Fast-DetectGPTProxy Alignment=None2026.04 | 65.6 | 30 | 66 | 76.8 | 59.6 | — | |
| LikelihoodProxy Alignment=None2026.04 | 62.9 | 43.3 | 70 | 75.7 | 62.5 | — | |
| LogRankProxy Alignment=None2026.04 | 62.8 | 43.3 | 70.9 | 78 | 63.8 | — | |
| DNA-GPTProxy Alignment=None2026.04 | 61.9 | 48.9 | 71.5 | 75.2 | 64.9 | — | |
| LRRProxy Alignment=None2026.04 | 61.6 | 43.3 | 71.2 | 83.7 | 64.4 | — | |
| RankProxy Alignment=None2026.04 | 52.2 | 41.7 | 50.4 | 57.1 | 50.3 | — | |
| NPRProxy Alignment=None2026.04 | 50.3 | 41.6 | 44.6 | 52.5 | 47.8 | — | |
| EntropyProxy Alignment=None2026.04 | 46.8 | 52.3 | 45.3 | 43.5 | 47 | — | |
| DetectGPTProxy Alignment=None2026.04 | 43.5 | 32.9 | 26.7 | 36.7 | 34.4 | — |