Hallucination Mitigation on HallusionBench visual-dependent setting (test)
33.21qAcc (Question Accuracy)ReVisiT
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ReVisiTBackbone=InternVL3-8B2025.06 | 33.21 | 39.13 | 59.39 | 66.07 | 52.19 | |
| ReVisiTBackbone=Qwen2.5-VL-7B2025.06 | 32.85 | 36.09 | 61.76 | 64.26 | 56.93 | |
| DoLaBackbone=InternVL3-8B2025.06 | 32.49 | 37.39 | 59.9 | 65.7 | 51.82 | |
| SIDBackbone=Qwen2.5-VL-7B2025.06 | 32.13 | 36.09 | 61.59 | 65.7 | 55.11 | |
| SIDBackbone=InternVL3-8B2025.06 | 31.05 | 36.09 | 58.04 | 61.73 | 52.19 | |
| M3IDBackbone=Qwen2.5-VL-7B2025.06 | 30.32 | 33.48 | 60.07 | 62.82 | 54.38 | |
| GreedyBackbone=Qwen2.5-VL-7B2025.06 | 29.96 | 34.78 | 61.08 | 65.7 | 53.65 | |
| VCDBackbone=Qwen2.5-VL-7B2025.06 | 29.6 | 35.22 | 61.25 | 64.62 | 54.74 | |
| CODEBackbone=Qwen2.5-VL-7B2025.06 | 28.88 | 31.74 | 57.53 | 57.76 | 54.74 | |
| VCDBackbone=InternVL3-8B2025.06 | 28.88 | 35.65 | 57.36 | 62.82 | 49.64 | |
| CODEBackbone=InternVL3-8B2025.06 | 28.52 | 36.52 | 56.68 | 62.09 | 49.27 | |
| M3IDBackbone=InternVL3-8B2025.06 | 28.16 | 33.91 | 57.02 | 60.65 | 50.73 | |
| DoLaBackbone=Qwen2.5-VL-7B2025.06 | 27.08 | 30.87 | 58.04 | 62.09 | 51.46 | |
| GreedyBackbone=InternVL3-8B2025.06 | 25.99 | 33.91 | 56.35 | 61.73 | 48.54 | |
| ReVisiTBackbone=LLaVA-1.5-7B2025.06 | 20.22 | 26.52 | 51.44 | 45.13 | 54.38 | |
| VCDBackbone=LLaVA-1.5-7B2025.06 | 14.44 | 22.61 | 47.55 | 44.77 | 47.45 | |
| DoLaBackbone=LLaVA-1.5-7B2025.06 | 13.36 | 22.61 | 49.24 | 45.85 | 49.27 | |
| SIDBackbone=LLaVA-1.5-7B2025.06 | 12.27 | 21.3 | 48.22 | 44.77 | 48.18 | |
| M3IDBackbone=LLaVA-1.5-7B2025.06 | 11.91 | 23.04 | 48.22 | 43.68 | 49.27 | |
| GreedyBackbone=LLaVA-1.5-7B2025.06 | 11.55 | 22.61 | 48.22 | 44.4 | 48.54 | |
| CODEBackbone=LLaVA-1.5-7B2025.06 | 10.47 | 20.43 | 46.36 | 41.52 | 47.81 |