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Long-document Visual Question Answering on MMLongBench 128K context

83.33MMLB-DGPT-5.5
14.253232.186650.1268.0534May 13, 2026

Evaluation results

MethodLinks
GPT-5.5Model Category=Closed-source LVLMs2026.0583.3389.12—86.22
Gemini-3.1-ProModel Category=Closed-source LVLMs2026.0577.7580.579383.77
Gemini-3.1-FlashModel Category=Closed-source LVLMs2026.0569.6376.389078.67
Gemini-2.5-ProModel Category=Closed-source LVLMs2026.0565.0467.69174.55
GPT-5.4Model Category=Closed-source LVLMs2026.0552.9673.06—63.01
Gemma4-31BModel Category=Large open-source LVLMs (≥ 15B), Parameter Scale=31B2026.0551.87628666.62
Qwen2.5-VL-72BModel Category=Large open-source LVLMs (≥ 15B), Parameter Scale=72B2026.0540.1962.4573.958.85
Gemma4-26B-A4BModel Category=Large open-source LVLMs (≥ 15B), Parameter Scale=26B-A4B2026.0535.6843.256046.31
MMProLongModel Category=Small open-source LVLMs (< 15B)2026.0534.1956.337755.84
Qwen2.5-VL-32BModel Category=Large open-source LVLMs (≥ 15B), Parameter Scale=32B2026.0532.0860.157656.08
Gemma3-12BModel Category=Small open-source LVLMs (< 15B), Parameter Scale=12B2026.0530.5651.916047.49
InternVL3-38BModel Category=Large open-source LVLMs (≥ 15B), Parameter Scale=38B2026.0529.6550.335444.66
InternVL3-14BModel Category=Small open-source LVLMs (< 15B), Parameter Scale=14B2026.0529.6150.215344.27
Gemma4-E4BModel Category=Small open-source LVLMs (< 15B), Parameter Scale=E4B2026.0528.537.784537.09
Gemma3-27BModel Category=Large open-source LVLMs (≥ 15B), Parameter Scale=27B2026.0527.9461.136852.35
Qwen2.5-VL-7BModel Category=Small open-source LVLMs (< 15B), Parameter Scale=7B2026.0526.9651.856848.94
Gemma3-4BModel Category=Small open-source LVLMs (< 15B), Parameter Scale=4B2026.0526.4433.385337.61
InternVL3-8BModel Category=Small open-source LVLMs (< 15B), Parameter Scale=8B2026.0525.8948.445844.11
InternVL3.5-38BModel Category=Large open-source LVLMs (≥ 15B), Parameter Scale=38B2026.0522.2440.091.0121.11
Gemma4-E2BModel Category=Small open-source LVLMs (< 15B), Parameter Scale=E2B2026.0520.8327.735133.19
InternVL3.5-8BModel Category=Small open-source LVLMs (< 15B), Parameter Scale=8B2026.0518.2831.89016.72
InternVL3.5-14BModel Category=Small open-source LVLMs (< 15B), Parameter Scale=14B2026.0516.9133.86016.92