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Multi-step Reasoning on MMMU (Accuracy)

68.3Accuracy (MMMU Multi-step Reasoning)Claude-3.5
5.3821.71538.0554.385May 13, 2026

Evaluation results

MethodLinks
Claude-3.5Size=-2026.0568.3
Qwen2.5-VL-InstructSize=72B2026.0567
VL-RethinkerSize=7B2026.0556.7
MoCASize=7B2026.0554.8
Qwen2.5-VL-InstructSize=7B2026.0554.3
GPT-4oSize=-2026.0551.9
Pixel ReasonerSize=7B2026.0550.8
Llava-OVSize=7B2026.0548.8
DeepEyesSize=7B2026.0545.2
GPT-4o-miniSize=-2026.0545.1
mPLUG-Owl3Size=7B2026.0542.9
DocopilotSize=8B2026.0536.6
R1-VLSize=7B2026.057.8