Machine-Generated Text Detection on ELI5 Domain Generalization (DG-MGT)
91.79AccuracyDEER
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DEERBackbone=RoBERTa-base, Detection Methodology Category=Domain generalization methods2025.11 | 91.79 | 92.02 | |
| PeCoLABackbone=RoBERTa-base, Detection Methodology Category=Model-based methods2025.11 | 88.32 | 88.21 | |
| MGT-PrismBackbone=RoBERTa-base, Detection Methodology Category=Domain generalization methods2025.11 | 87.34 | 88.39 | |
| BinocularsBackbone=GPT-2 Small (124M), Detection Methodology Category=Metric-based methods2025.11 | 83.99 | 83.18 | |
| MSCLBackbone=RoBERTa-base, Detection Methodology Category=Domain generalization methods2025.11 | 83.51 | 85.35 | |
| RobertaBackbone=RoBERTa-base, Detection Methodology Category=Model-based methods2025.11 | 83.42 | 85.45 | |
| EAGLEBackbone=RoBERTa-base, Detection Methodology Category=Model-based methods2025.11 | 82.31 | 84.7 | |
| TACITDetection Methodology Category=Domain generalization methods2025.11 | 81.09 | 83.41 | |
| GhostbusterDetection Methodology Category=Model-based methods2025.11 | 80.58 | 80.17 | |
| MoSEsDetection Methodology Category=Model-based methods2025.11 | 79.99 | 78.98 | |
| ImBDDetection Methodology Category=Model-based methods2025.11 | 77.35 | 81.49 | |
| Fast-DetectGPTBackbone=GPT-2 Small (124M), Detection Methodology Category=Metric-based methods2025.11 | 75.56 | 73.6 |