Hallucination Detection on wiki_bio gpt3_hallucination
0.751ROC AUCJCELLMCD
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| JCELLMCDReference Setting=reference-free2026.07 | 0.751 | 0.734 | 0.642 | 0.577 | 0.648 | 0.565 | 0.744 | |
| DeBERTa-v3-large-2Reference Setting=reference-based2026.07 | 0.644 | 0.724 | 0.734 | 0.338 | 0.634 | 0.668 | 0.814 | |
| DeBERTa-v3-large-1Reference Setting=reference-based2026.07 | 0.623 | 0.707 | 0.734 | 0.325 | 0.631 | 0.665 | 0.818 | |
| JCASEMCDReference Setting=reference-free2026.07 | 0.608 | 0.489 | 0.568 | 0.518 | 0.576 | 0.501 | 0.656 | |
| JCELLMCDReference Setting=reference-based2026.07 | 0.557 | 0.653 | 0.652 | 0.447 | 0.571 | 0.657 | 0.648 | |
| JCASEMCDReference Setting=reference-based2026.07 | 0.554 | 0.64 | 0.663 | 0.441 | 0.581 | 0.661 | 0.666 |