Machine-generated text detection on MAGE (wp held-out)
98.2AUROCFOMAML+LoRA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FOMAML+LoRAK-shot=102026.07 | 98.2 | 73.8 | |
| confidence-weighted ensembleEnsemble Strategy=Confidence-weighted (Eq. 1)2026.07 | 98 | 83.2 | |
| Vanilla RoBERTa baselineBackbone=RoBERTa-large2026.07 | 97.1 | 55.2 |