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We-Math (testmini, strict score)

Multimodal · 2024-07-01

We-Math's 1,740-question testmini split decomposes 525 composite visual math problems into one-step sub-problems over hierarchical knowledge concepts, and classifies each composite problem as insufficient knowledge, inadequate generalization (IG), complete mastery (CM) or rote memorization. The strict score is (CM + 0.5 x IG) / 525, where CM requires every sub-problem and the composite answer to be right; the loose score counts more problems as mastered.

Top models (higher is better)

ModelScore
Qwen3.5-4B81.0
Gemma 4 12B IT78.2
GPT-5.6 Luna70.3
LFM3-VL-2B68.6
Qwen3.5-2B59.8
Gemini 3.5 Flash-Lite59.1
Gemma 4 E2B IT44.2
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