Hallucination Evaluation on AMBER-D
89.4ScoreQwen2.5-VL-32B
Evaluation Results
| Method | Links | |
|---|---|---|
| Qwen2.5-VL-32BModel Scale=Large, Framework=Baseline, Visual Highlighting=false2026.04 | 89.4 | |
| Qwen2.5-VL-32B + LoTModel Scale=Large, Framework=LoT, Visual Highlighting=true2026.04 | 89 | |
| InternVL3.5-38B + LoTModel Scale=Large, Framework=LoT, Visual Highlighting=true2026.04 | 82.5 | |
| Qwen3-VL-4BModel Scale=Small, Framework=Baseline, Visual Highlighting=false2026.04 | 81.9 | |
| Qwen3-VL-4B + LoTModel Scale=Small, Framework=LoT, Visual Highlighting=true2026.04 | 81.2 | |
| InternVL3.5-8B + LoTModel Scale=Medium, Framework=LoT, Visual Highlighting=true2026.04 | 80.8 | |
| InternVL3.5-8BModel Scale=Medium, Framework=Baseline, Visual Highlighting=false2026.04 | 80.4 | |
| InternVL3.5-4BModel Scale=Small, Framework=Baseline, Visual Highlighting=false2026.04 | 80.1 | |
| InternVL3.5-38BModel Scale=Large, Framework=Baseline, Visual Highlighting=false2026.04 | 79.8 | |
| Qwen3-VL-8BModel Scale=Medium, Framework=Baseline, Visual Highlighting=false2026.04 | 75.9 | |
| Qwen2-VL-2B + LoTModel Scale=Small, Framework=LoT, Visual Highlighting=true2026.04 | 75 | |
| InternVL3.5-4B + LoTModel Scale=Small, Framework=LoT, Visual Highlighting=true2026.04 | 73 | |
| Qwen2.5-VL-7B + LoTModel Scale=Medium, Framework=LoT, Visual Highlighting=true2026.04 | 62.6 | |
| Qwen3-VL-8B + LoTModel Scale=Medium, Framework=LoT, Visual Highlighting=true2026.04 | 62.6 | |
| Qwen2.5-VL-7BModel Scale=Medium, Framework=Baseline, Visual Highlighting=false2026.04 | 62 | |
| Qwen2-VL-7B + LoTModel Scale=Medium, Framework=LoT, Visual Highlighting=true2026.04 | 47.3 | |
| Qwen2-VL-2BModel Scale=Small, Framework=Baseline, Visual Highlighting=false2026.04 | 42.1 | |
| Qwen2.5-VL-3B + LoTModel Scale=Small, Framework=LoT, Visual Highlighting=true2026.04 | 40.5 | |
| Qwen2-VL-7BModel Scale=Medium, Framework=Baseline, Visual Highlighting=false2026.04 | 33.7 | |
| Qwen2.5-VL-3BModel Scale=Small, Framework=Baseline, Visual Highlighting=false2026.04 | 17.2 |