Machine-Generated Text Detection on TLDR Domain Generalization (DG-MGT)
72.63AccuracyDEER
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DEERBackbone=RoBERTa-base, Detection Methodology Category=Domain generalization methods2025.11 | 72.63 | 76.89 | |
| BinocularsBackbone=GPT-2 Small (124M), Detection Methodology Category=Metric-based methods2025.11 | 72.31 | 73.25 | |
| MoSEsDetection Methodology Category=Model-based methods2025.11 | 71.63 | 72.12 | |
| Fast-DetectGPTBackbone=GPT-2 Small (124M), Detection Methodology Category=Metric-based methods2025.11 | 71.44 | 71.73 | |
| MGT-PrismBackbone=RoBERTa-base, Detection Methodology Category=Domain generalization methods2025.11 | 70.53 | 74.34 | |
| MSCLBackbone=RoBERTa-base, Detection Methodology Category=Domain generalization methods2025.11 | 69.13 | 75.74 | |
| RobertaBackbone=RoBERTa-base, Detection Methodology Category=Model-based methods2025.11 | 69.05 | 75.88 | |
| PeCoLABackbone=RoBERTa-base, Detection Methodology Category=Model-based methods2025.11 | 67.73 | 65.28 | |
| EAGLEBackbone=RoBERTa-base, Detection Methodology Category=Model-based methods2025.11 | 65.85 | 74.13 | |
| GhostbusterDetection Methodology Category=Model-based methods2025.11 | 65.06 | 60.84 | |
| TACITDetection Methodology Category=Domain generalization methods2025.11 | 64.73 | 73.08 | |
| ImBDDetection Methodology Category=Model-based methods2025.11 | 54.66 | 68.7 |