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cs.AI2026
From Symbolic Perception to Logical Deduction: A Framework for Guiding Language Models in Geometric Reasoning
Weichen Dai, Rafael Medeiros Cabral, Ziyi Shou +4
Plane geometry remains a significant challenge in AI, requiring the integration of visual perception and mathematical reasoning. While Large Multimodal Models (LMMs) naturally hand…
cs.LG2026
Internalizing Geometric Law: Learning from Solver Residuals for Precision-Critical Generation
Rafael Cabral, Pang Zixi, Ziyi Shou +1
Large Language Models frequently hallucinate in precision-critical domains such as technical diagramming and mechanical design, where outputs must satisfy strict geometric constrai…