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Open LMM Reasoning - MMMath - Knowledge-L1-Transformations of Shapes — leaderboard

Metric: Accuracy (%). Source: huggingface.co. 8 models tracked.

Top models

#ModelScore
1InternVL2-8B18
2Qwen 2 VL 72B14.3
3Qwen 2 VL 7B13.4
4Qwen 2 VL 2B5.8
5Llama 3.2 11B Instruct3.7

Interactive version: theaggregate.ai/benchmark?slug=open-lmm-reasoning-mmmath-knowledge-l1-transformations-of-shapes · How the rankings work · Data refreshed daily, snapshot 2026-07-22.

Built by Mikhail Doroshenko — AI researcher, co-author of Humanity’s Last Exam. Independent project; no affiliation with any AI lab.