Machine-Generated Text Detection on ROCT Domain Generalization (DG-MGT)
66.56AccuracyFast-DetectGPT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Fast-DetectGPTBackbone=GPT-2 Small (124M), Detection Methodology Category=Metric-based methods2025.11 | 66.56 | 70.4 | |
| MGT-PrismBackbone=RoBERTa-base, Detection Methodology Category=Domain generalization methods2025.11 | 65.47 | 73.56 | |
| DEERBackbone=RoBERTa-base, Detection Methodology Category=Domain generalization methods2025.11 | 62.43 | 72.59 | |
| MoSEsDetection Methodology Category=Model-based methods2025.11 | 61.55 | 48.35 | |
| MSCLBackbone=RoBERTa-base, Detection Methodology Category=Domain generalization methods2025.11 | 61.53 | 71.94 | |
| PeCoLABackbone=RoBERTa-base, Detection Methodology Category=Model-based methods2025.11 | 61.51 | 55.3 | |
| RobertaBackbone=RoBERTa-base, Detection Methodology Category=Model-based methods2025.11 | 61.08 | 71.86 | |
| BinocularsBackbone=GPT-2 Small (124M), Detection Methodology Category=Metric-based methods2025.11 | 60.5 | 68.17 | |
| GhostbusterDetection Methodology Category=Model-based methods2025.11 | 60.32 | 52.96 | |
| TACITDetection Methodology Category=Domain generalization methods2025.11 | 57.99 | 70.04 | |
| EAGLEBackbone=RoBERTa-base, Detection Methodology Category=Model-based methods2025.11 | 57.36 | 69.97 | |
| ImBDDetection Methodology Category=Model-based methods2025.11 | 50.02 | 66.66 |