AI-generated text detection on Peer-Review GPT-4o generated
33.04TPR @ 0.1% FPRCalibrated DMAP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Calibrated DMAPVariant=Calibrated2026.05 | 33.04 | 63.43 | 0.9734 | |
| Calibrated Log-SurprisalVariant=Calibrated2026.05 | 32.71 | 64.35 | 0.9544 | |
| DALD2026.05 | 8.51 | 27.42 | 0.8523 | |
| Calibrated Token Fast-DetectVariant=Calibrated2026.05 | 1.48 | 24.35 | 0.8623 | |
| Calibrated Token NPRVariant=Calibrated2026.05 | 1.21 | 14.84 | 0.8089 | |
| DMAP2026.05 | 0.49 | 7.95 | 0.8337 | |
| Calibrated Log-RankVariant=Calibrated2026.05 | 0.22 | 13.72 | 0.8262 | |
| Baseline NPRVariant=Baseline2026.05 | 0.16 | 1.82 | 0.5996 | |
| Baseline Fast-DetectGPTVariant=Baseline2026.05 | 0.14 | 2.06 | 0.6397 | |
| Token Fast-DetectVariant=Token2026.05 | 0.13 | 1.97 | 0.6403 | |
| Token NPRVariant=Token2026.05 | 0.13 | 1.8 | 0.6157 | |
| Baseline BinocularsVariant=Baseline2026.05 | 0.02 | 0.31 | 0.2887 | |
| Baseline Log-SurprisalVariant=Baseline2026.05 | 0 | 0.52 | 0.6354 | |
| Baseline Log-RankVariant=Baseline2026.05 | 0 | 0.32 | 0.6021 |