Machine-Generated Text Attribution on Social Science
90.6Full Macro-F1Ori.
Evaluation results
| Method | Links | |
|---|---|---|
| Ori.Backbone=RoBERTa-base, New Model=GPT-3.52026.06 | 90.6 | |
| Ori.Backbone=DeBERTa-base, New Model=GPT-3.52026.06 | 89.1 | |
| RidgeFTBackbone=RoBERTa-base, New Model=Mixtral2026.06 | 88 | |
| RidgeFTBackbone=DeBERTa-base, New Model=Mixtral2026.06 | 87.8 | |
| RidgeFTBackbone=RoBERTa-base, New Model=Moonshot2026.06 | 86.8 | |
| RidgeFTBackbone=RoBERTa-base, New Model=GPT-4o-mini2026.06 | 86.8 | |
| RidgeFTBackbone=DeBERTa-base, New Model=GPT-4o-mini2026.06 | 86.7 | |
| RidgeFTBackbone=RoBERTa-base, New Model=Average2026.06 | 86.7 | |
| RidgeFTBackbone=RoBERTa-base, New Model=GPT-3.52026.06 | 86.5 | |
| RidgeFTBackbone=DeBERTa-base, New Model=Moonshot2026.06 | 86.2 | |
| RidgeFTBackbone=DeBERTa-base, New Model=Average2026.06 | 86.2 | |
| RidgeFTBackbone=RoBERTa-base, New Model=Llama-3.12026.06 | 85.4 | |
| RidgeFTBackbone=DeBERTa-base, New Model=Llama-3.12026.06 | 85.3 | |
| RidgeFTBackbone=DeBERTa-base, New Model=GPT-3.52026.06 | 85.1 | |
| iCaRL*Backbone=RoBERTa-base, New Model=GPT-3.52026.06 | 84.5 | |
| EASE*Backbone=RoBERTa-base, New Model=GPT-3.52026.06 | 84.4 | |
| BiC*Backbone=RoBERTa-base, New Model=GPT-3.52026.06 | 83.5 | |
| LwF*Backbone=RoBERTa-base, New Model=GPT-3.52026.06 | 83.3 | |
| LwF*Backbone=DeBERTa-base, New Model=GPT-3.52026.06 | 81.9 | |
| iCaRL*Backbone=DeBERTa-base, New Model=GPT-3.52026.06 | 81.2 | |
| BiC*Backbone=DeBERTa-base, New Model=GPT-3.52026.06 | 80.1 | |
| PASSBackbone=DeBERTa-base, New Model=GPT-3.52026.06 | 78 | |
| PASSBackbone=RoBERTa-base, New Model=GPT-3.52026.06 | 77.2 | |
| SimpleCILBackbone=RoBERTa-base, New Model=GPT-3.52026.06 | 76.9 | |
| SimpleCILBackbone=DeBERTa-base, New Model=GPT-3.52026.06 | 76.5 | |
| EASE*Backbone=DeBERTa-base, New Model=GPT-3.52026.06 | 75.3 |