Text Detection and Calibration on DetectRL Prompt attack
80.9AUC@1%Multi-View Gaussian Process Detector
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Multi-View Gaussian Process Detectortraining examples per class=322026.06 | 80.9 | 12 | 10 | |
| Binocularstraining examples per class=322026.06 | 80.5 | 14 | 13.2 | |
| ReMoDetecttraining examples per class=322026.06 | 80.1 | 5 | 10.4 | |
| MAGEtraining examples per class=322026.06 | 75.8 | 15.9 | 15.9 | |
| Multi-View Gaussian Process DetectorN=322026.06 | 75.8 | 12.4 | 11.4 | |
| Fast-DetectGPTtraining examples per class=322026.06 | 74.6 | 4.6 | 12.4 | |
| RoBERTa-FT Classifiertraining examples per class=322026.06 | 73.3 | 20.6 | 18.8 | |
| LRRtraining examples per class=322026.06 | 68.8 | 9.1 | 17.8 | |
| Log-Ranktraining examples per class=322026.06 | 68.4 | 6 | 15.3 | |
| RADARtraining examples per class=322026.06 | 67.1 | 19.1 | 18.8 | |
| MPUtraining examples per class=322026.06 | 63.7 | 24.3 | 24.8 | |
| RADARN=322026.06 | 63.4 | 19.4 | 17.8 | |
| ReMoDetectN=322026.06 | 63.4 | 3.9 | 13.9 | |
| RoBERTa-FT ClassifierN=322026.06 | 60.3 | 10.4 | 17.6 | |
| BinocularsN=322026.06 | 57.2 | 14.7 | 21.2 | |
| MAGEN=322026.06 | 56.1 | 26.1 | 26 | |
| Fast-DetectGPTN=322026.06 | 55.5 | 10.4 | 19.6 | |
| MPUN=322026.06 | 52.1 | 40.2 | 40.9 | |
| LRRN=322026.06 | 51 | 3.8 | 25 | |
| Log-RankN=322026.06 | 50 | 3.6 | 24.4 |