Machine Text Detection and Calibration on PAN MC (Machine-continued) 2025
68.4AUC@1%Fast-DetectGPT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Fast-DetectGPTN=32 training examples per class2026.06 | 68.4 | 8.9 | 18.9 | |
| BinocularsN=32 training examples per class2026.06 | 65.7 | 16.9 | 19.8 | |
| Multi-View Gaussian Process DetectorN=32 training examples per class2026.06 | 61.2 | 8 | 16.1 | |
| RADARN=32 training examples per class2026.06 | 54.7 | 18.3 | 23.2 | |
| RoBERTa-FTN=32 training examples per class2026.06 | 53.9 | 11.7 | 23.1 | |
| MPUN=32 training examples per class2026.06 | 53 | 43.6 | 43.2 | |
| LRRN=32 training examples per class2026.06 | 51.3 | 8.1 | 24.6 | |
| ReMoDetectN=32 training examples per class2026.06 | 50.9 | 17.2 | 27.1 | |
| MAGEN=32 training examples per class2026.06 | 50.2 | 23.2 | 23.1 | |
| Log-RankN=32 training examples per class2026.06 | 50 | 9.2 | 24.7 |