Zhihu Frontier(@ZhihuFrontier):A mathematical figure can render perfectly and still be mathematically wrong. @SoTALab_AI’s new MathVis benchmark shows that frontier models still struggle to turn advanced math into correct diagrams, with the strongest reaching just 31.25% Pass@1. A revealing look at the gap between generating a figure and reasoning through one.

Zhihu Frontier

@ZhihuFrontier

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Joined June 2025

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Zhihu Frontier@ZhihuFrontier

2026.10.12 12:47

A mathematical figure can render perfectly and still be mathematically wrong. @SoTALab_AI’s new MathVis benchmark shows that frontier models still struggle to turn advanced math into correct diagrams, with the strongest reaching just 31.25% Pass@1. A revealing look at the gap between generating a figure and reasoning through one.