Hallucination Evaluation on HalluScope
94.85Recall (Positive)LLaVA-1.5-7B
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LLaVA-1.5-7BBackbone=LLaVA-1.5-7B2026.04 | 94.85 | 89.17 | 58.5 | 5.85 | |
| AntidoteBackbone=LLaVA-1.5-7B, Hyperparameter Configuration=HP-search2026.04 | 94.85 | 88.27 | 53.9 | 81.78 | |
| VCDBackbone=Qwen2-VL-7B2026.04 | 93.68 | 95.42 | 80.57 | 58.36 | |
| AntidoteBackbone=LLaVA-1.5-7B, Hyperparameter Configuration=HP-orig2026.04 | 93.68 | 90.72 | 60.05 | 39.91 | |
| HalluVL-DPOBackbone=Qwen2-VL-7B2026.04 | 93.4 | 96.13 | 83.25 | 80.4 | |
| Qwen2-VL-7BBackbone=Qwen2-VL-7B2026.04 | 93.32 | 96.57 | 85.33 | 57.96 | |
| HalluVL-DPOwBackbone=Qwen2-VL-7B2026.04 | 92.03 | 96.42 | 84.82 | 82.83 | |
| HalluVL-DPOBackbone=LLaVA-1.5-7B2026.04 | 87.35 | 94.03 | 76.5 | 83.54 | |
| VCDBackbone=LLaVA-1.5-7B2026.04 | 86.5 | 79.06 | 55.87 | 7.68 | |
| HalluVL-DPOwBackbone=LLaVA-1.5-7B2026.04 | 84.3 | 95.18 | 81.28 | 84.65 |