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General Multimodal Understanding on MMMU, MMBench, MME, ChartQA, AI2D, and HallBench Aggregate

72.6MMMU (Val)Gemini-2.0-Pro
46.0852.96559.8566.735Dec 27, 2025

Evaluation results

MethodLinks
Gemini-2.0-ProModel Category=Closed-source2025.1272.68386.191.284.849.877.9
GPT-4o-latestModel Category=Closed-source2025.1270.784.384.291.586.35779
SR-MCR-7BModel Category=Our Models, Model size=7B, Separate Thinking Mode=false2025.1267.691.287.394.588.259.481.4
SAIL-VL2-8B-ThinkingModel Category=Open-source, Model size=8B, Separate Thinking Mode=true2025.1266.190.48693.687.461.580.8
Keye-VL-8B-ThinkingModel Category=Open-source, Model size=8B, Separate Thinking Mode=true2025.1263.481.783.58886.462.777.6
Kimi-VL-A3B-ThinkingModel Category=Open-source, Model size=A3B, Separate Thinking Mode=true2025.1260.489.78792.183.158.378.4
InternVL3-8BModel Category=Open-source, Model size=8B2025.1257.387.785.289.685.253.776.5
VL-Rethinker-7BModel Category=Open-source, Model size=7B2025.1254.888.282.991.583.655.176
SR-MCR-3BModel Category=Our Models, Model size=3B, Separate Thinking Mode=false2025.1252.886.980.890.984.351.974.6
VLAA-Thinker-7BModel Category=Open-source, Model size=7B2025.1251.986.983.389.578.951.573.7
WeThink-7BModel Category=Open-source, Model size=7B2025.1250.987.882.990.884.555.175.3
Qwen2.5-VL-7BModel Category=Open-source, Model size=7B2025.1250.386.782.289.5845674.8
Qwen2.5-VL-3BModel Category=Open-source, Model size=3B2025.1248.182.477.58780.748.370.7
InternVL3-2BModel Category=Open-source, Model size=2B2025.1247.184.377.480.478.741.468.2