Machine-Generated Text Detection on Medical and Legal Domain Shift OOD (test)
95.54AUROC (MIMIC)WAVEDETECT-ALL
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| WAVEDETECT-ALL2026.06 | 95.54 | 96.19 | 95.86 | 96.08 | 94.61 | 95.35 | 95.6 | |
| BinocularsLearning Paradigm=Zero-shot2026.06 | 95.49 | 93.87 | 94.68 | 92.4 | 87.54 | 89.97 | 92.32 | |
| RepreGuardLearning Paradigm=Zero-shot2026.06 | 94.82 | 99.5 | 97.16 | 88.82 | 72.15 | 80.48 | 88.82 | |
| FourierGPTLearning Paradigm=Zero-shot2026.06 | 93.8 | 99.56 | 96.68 | 89.28 | 79.76 | 84.52 | 90.6 | |
| WAVEDETECT-BASE2026.06 | 92.49 | 69.15 | 80.82 | 85.11 | 83.82 | 84.47 | 82.64 | |
| Fast-DetectGPT2026.06 | 69.92 | 87.93 | 78.92 | 79.61 | 82.67 | 81.14 | 80.03 | |
| RoBERTaLearning Paradigm=training-based2026.06 | 60.78 | 39.41 | 50.1 | 21.42 | 48.39 | 34.9 | 42.5 | |
| RADARLearning Paradigm=training-based2026.06 | 23.19 | 18.52 | 20.85 | 61.99 | 62.64 | 62.32 | 41.59 |