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Multimodal Reasoning on MMMU-Pro (test)

55AccuracyClaude-3.5 Sonnet
18.18427.74237.346.858Apr 6, 2026

Evaluation results

MethodLinks
Claude-3.5 Sonnet2026.0455
GPT-4o2026.0454
Gemini-1.5-Pro2026.0449.4
InternVL2.5-8B2026.0438.2
Qwen2.5-VL-7B + Saliency-R1Training Stage=Saliency-R12026.0437.6
Qwen2.5-VL-7BTraining Stage=Base2026.0436.2
Qwen2.5-VL-7B + SFTTraining Stage=SFT2026.0435.5
InternVL2-8B2026.0432.5
Qwen2.5-VL-3B + Saliency-R1Training Stage=Saliency-R12026.0431.1
Qwen2.5-VL-3BTraining Stage=Base2026.0430.8
Qwen2.5-VL-3B + SFTTraining Stage=SFT2026.0429.9
MiniCPM-V-2.6-8B2026.0427.2
Insight-V-8B2026.0424.9
MiniCPM-Llama-V-2.5-8B2026.0419.6