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Paper · arXiv

TriGeoBench: A Multimodal Mathematical Geometry Benchmark with Figures and TikZ

Multimodal Large Language Models show strong vision-language capabilities, yet their geometry-centric reasoning remains insufficiently understood. Existing mathematical benchmarks typically rely on rasterized figures and cover limited geometric knowledge areas and response formats, making it difficult to assess whether models reason over geometric structures or exploit superficial visual patterns. We introduce TriGeoBench, a geometry-centric multimodal benchmark constructed from Chinese middle- and high-school mathematics examinations. TriGeoBench contains 7,000 question-answer pairs and 12,235 geometric figures with TikZ code, spanning plane geometry, solid geometry, analytic geometry, f...

AuthorsJing Wang, Yitong Yang, Hao Dou et al.
Primary categorycs.AI
Published20 October 2026
Last updated at source20 October 2026
cs.AIcs.DB
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