Long-document Visual Question Answering on MMLongBench 64K context
93.1MMLB-DGPT-5.5
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| GPT-5.5Model Category=Closed-source LVLMs2026.05 | 93.1 | 92.52 | 95.77 | 93.8 | |
| Gemini-3.1-ProModel Category=Closed-source LVLMs2026.05 | 79.4 | 78.25 | 93 | 83.55 | |
| Gemini-3.1-FlashModel Category=Closed-source LVLMs2026.05 | 74.43 | 79.32 | 91 | 81.58 | |
| Gemini-2.5-ProModel Category=Closed-source LVLMs2026.05 | 65.4 | 68.13 | 89 | 74.18 | |
| GPT-5.4Model Category=Closed-source LVLMs2026.05 | 61.56 | 72.37 | 87.1 | 73.68 | |
| Gemma4-31BModel Category=Large open-source LVLMs (≥ 15B), Parameter Scale=31B2026.05 | 56.33 | 62.42 | 84 | 67.58 | |
| Qwen2.5-VL-72BModel Category=Large open-source LVLMs (≥ 15B), Parameter Scale=72B2026.05 | 51.97 | 58.96 | 77.5 | 62.81 | |
| Qwen2.5-VL-32BModel Category=Large open-source LVLMs (≥ 15B), Parameter Scale=32B2026.05 | 44.06 | 60.58 | 77 | 60.55 | |
| Gemma4-26B-A4BModel Category=Large open-source LVLMs (≥ 15B), Parameter Scale=26B-A4B2026.05 | 40.67 | 42.82 | 64 | 49.16 | |
| InternVL3.5-38BModel Category=Large open-source LVLMs (≥ 15B), Parameter Scale=38B2026.05 | 39.17 | 48.37 | 52 | 46.51 | |
| Gemma3-27BModel Category=Large open-source LVLMs (≥ 15B), Parameter Scale=27B2026.05 | 38 | 51.72 | 69 | 52.91 | |
| MMProLongModel Category=Small open-source LVLMs (< 15B)2026.05 | 36 | 62.69 | 80 | 59.56 | |
| Gemma4-E4BModel Category=Small open-source LVLMs (< 15B), Parameter Scale=E4B2026.05 | 36 | 30.21 | 45 | 37.07 | |
| InternVL3-38BModel Category=Large open-source LVLMs (≥ 15B), Parameter Scale=38B2026.05 | 36 | 49.32 | 74 | 53.11 | |
| InternVL3-14BModel Category=Small open-source LVLMs (< 15B), Parameter Scale=14B2026.05 | 35.33 | 49.69 | 67 | 50.67 | |
| Qwen2.5-VL-7BModel Category=Small open-source LVLMs (< 15B), Parameter Scale=7B2026.05 | 32.17 | 49.57 | 75 | 52.24 | |
| Gemma3-12BModel Category=Small open-source LVLMs (< 15B), Parameter Scale=12B2026.05 | 31.52 | 49.59 | 63 | 48.03 | |
| InternVL3.5-8BModel Category=Small open-source LVLMs (< 15B), Parameter Scale=8B2026.05 | 29.26 | 47.94 | 38 | 38.4 | |
| InternVL3.5-14BModel Category=Small open-source LVLMs (< 15B), Parameter Scale=14B2026.05 | 29.04 | 48.57 | 53 | 43.54 | |
| Gemma4-E2BModel Category=Small open-source LVLMs (< 15B), Parameter Scale=E2B2026.05 | 28 | 29.86 | 48 | 35.29 | |
| InternVL3-8BModel Category=Small open-source LVLMs (< 15B), Parameter Scale=8B2026.05 | 27.72 | 52.84 | 70 | 50.19 | |
| Gemma3-4BModel Category=Small open-source LVLMs (< 15B), Parameter Scale=4B2026.05 | 25 | 33.33 | 57 | 38.44 |