Hallucination Evaluation on MVH-Bench Cross-View
71Binary AccuracyGemini 2.5 Flash
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Gemini 2.5 FlashSource Type=Closed-Source2026.03 | 71 | 51.16 | 28.06 | 69.54 | 48.89 | 268.65 | |
| Gemini 2 FlashSource Type=Closed-Source2026.03 | 69.91 | 44.54 | 23.24 | 73.06 | 53.8 | 264.55 | |
| Claude 4.5 SonnetSource Type=Closed-Source2026.03 | 69.26 | 49.35 | 23.61 | 72.03 | 49.42 | 263.67 | |
| GPT-4oSource Type=Closed-Source2026.03 | 68.87 | 46.48 | 23.43 | 55.74 | 32.31 | 226.83 | |
| Qwen2.5-VL-7BSource Type=Open-Source2026.03 | 67.45 | 47.45 | 21.95 | 70.7 | 50.56 | 258.11 | |
| Qwen2-VL-7BSource Type=Open-Source2026.03 | 61.97 | 37.92 | 14.26 | 58.71 | 31.3 | 204.16 | |
| GPT-4o miniSource Type=Closed-Source2026.03 | 61.92 | 35.83 | 14.72 | 61.06 | 33.06 | 206.59 | |
| LLaVA-NeXT-I-7BSource Type=Open-Source2026.03 | 61.02 | 37.31 | 15.09 | 62.69 | 38.33 | 214.44 | |
| Mantis-8B-Idefics2Source Type=Open-Source2026.03 | 58.94 | 35.05 | 11.76 | 58.93 | 33.7 | 198.38 | |
| Gemma3-12BSource Type=Open-Source2026.03 | 58.35 | 24.91 | 5.09 | 58.89 | 30.37 | 177.61 | |
| InternVL3-14BSource Type=Open-Source2026.03 | 55.37 | 29.03 | 4.48 | 56.9 | 26.11 | 171.89 | |
| LLaVA-OneVision-7BSource Type=Open-Source2026.03 | 52.36 | 27.17 | 4.26 | 59.26 | 29.72 | 172.77 | |
| InternVL3-8BSource Type=Open-Source2026.03 | 50.86 | 22.69 | 1.76 | 50.93 | 15.74 | 141.98 | |
| Deepseek-VL-Chat-7BSource Type=Open-Source2026.03 | 50.28 | 20.14 | 0.93 | 49.31 | 8.24 | 128.89 | |
| Llama-3.2-11B-V-ISource Type=Open-Source2026.03 | 49.38 | 18.01 | 1.94 | 47.41 | 16.11 | 132.85 |