From Symbolic Perception to Logical Deduction: A Framework for Guiding Language Models in Geometric Reasoning
It is demonstrated that a pure Large Language Model (LLM), when equipped with specialized modules, can rival state-of-the-art LMMs on complex geometry problems, and achieves performance comparable to Gemini 2.5 Pro while delivering clearer, human-like solutions.
Wei-Chen Dai, Rafael Cabral, Ziyi Shou et al.
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