Hallucination Evaluation on MVH-Bench Cross-Instance
73.66Binary AccGPT-4o
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GPT-4oSource Type=Closed-Source2026.03 | 73.66 | 52.41 | 32.04 | 57.27 | 36.11 | 251.49 | |
| InternVL3-14BSource Type=Open-Source2026.03 | 64.68 | 40.69 | 18.33 | 68.47 | 47.59 | 239.76 | |
| Gemini 2.5 FlashSource Type=Closed-Source2026.03 | 64.42 | 39.68 | 14.91 | 60.83 | 38.15 | 217.99 | |
| InternVL3-8BSource Type=Open-Source2026.03 | 64.21 | 38.43 | 16.76 | 69.58 | 48.43 | 237.41 | |
| Qwen2.5-VL-7BSource Type=Open-Source2026.03 | 64.1 | 41.3 | 16.29 | 66.57 | 43.52 | 231.78 | |
| GPT-4o miniSource Type=Closed-Source2026.03 | 62.2 | 31.53 | 12.87 | 66.99 | 44.81 | 218.4 | |
| Claude 4.5 SonnetSource Type=Closed-Source2026.03 | 61.44 | 36.94 | 13.61 | 60 | 36.02 | 208.01 | |
| Qwen2-VL-7BSource Type=Open-Source2026.03 | 61.07 | 35.18 | 12.87 | 61.99 | 37.87 | 208.98 | |
| Gemini 2 FlashSource Type=Closed-Source2026.03 | 60.72 | 29.58 | 9.63 | 68.15 | 44.72 | 212.8 | |
| LLaVA-OneVision-7BSource Type=Open-Source2026.03 | 58.36 | 32.36 | 10.93 | 62.78 | 36.29 | 200.72 | |
| Deepseek-VL-Chat-7BSource Type=Open-Source2026.03 | 58.17 | 29.3 | 7.22 | 60.69 | 27.96 | 183.35 | |
| LLaVA-NeXT-I-7BSource Type=Open-Source2026.03 | 56.85 | 30.05 | 8.34 | 60.14 | 33.05 | 188.43 | |
| Gemma3-12BSource Type=Open-Source2026.03 | 55.76 | 18.52 | 3.89 | 59.21 | 33.24 | 170.62 | |
| Mantis-8B-Idefics2Source Type=Open-Source2026.03 | 55.21 | 28.29 | 7.96 | 56.94 | 28.98 | 177.38 | |
| Llama-3.2-11B-V-ISource Type=Open-Source2026.03 | 54.6 | 20.74 | 4.81 | 59.72 | 33.52 | 173.39 |