Object Hallucination Detection on MSCOCO LLaVA 1.5 (test)
89.73AUCOverthinking Score
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Overthinking ScoreClassifier=MLP2026.03 | 89.73 | 63.81 | 75.37 | |
| Overthinking ScoreClassifier=GB2026.03 | 89.66 | 63.04 | 78.95 | |
| MetaTokenClassifier=GB2026.03 | 88.95 | 61.03 | 75.95 | |
| Overthinking ScoreClassifier=LR2026.03 | 86.85 | 59.16 | 72.88 | |
| MetaTokenClassifier=MLP2026.03 | 86.81 | 55.72 | 73.89 | |
| MetaTokenClassifier=LR2026.03 | 85.41 | 52.59 | 72.88 | |
| SVAR2026.03 | 85.12 | 50.68 | 69.35 | |
| HalLoc2026.03 | 80.38 | 53.61 | 73.68 |