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Multimodal Mathematical Reasoning on MathV

63.16Pass@1 AccuracyChain of Mindset (CoM)
19.365630.735342.10553.4747Feb 10, 2026

Evaluation results

MethodLinks
Chain of Mindset (CoM)Base Model=Qwen3-VL-32B-Instruct2026.0263.16
Direct I/OBase Model=Qwen3-VL-32B-Instruct2026.0255.92
CoMBase Model=Gemini-2.0-Flash2026.0251
Chain of Mindset (CoM)Base Model=Gemini-2.0-Flash2026.0251
MRPBase Model=Gemini-2.0-Flash2026.0249.34
Zero-shot CoTBase Model=Gemini-2.0-Flash2026.0248.36
Direct I/OBase Model=Gemini-2.0-Flash2026.0248.03
Direct I/OBase Model=Gemini-2.0-Flash2026.0248.03
ReActBase Model=Gemini-2.0-Flash2026.0247.37
Tree of ThoughtsBase Model=Gemini-2.0-Flash2026.0239.14
Chain of CodeBase Model=Gemini-2.0-Flash2026.0222
Meta-ReasonerBase Model=Gemini-2.0-Flash2026.0221.05