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arXiv Paper Diagnoses and Improves Visual Chain-of-Thought for Geometry Solvers

A revised arXiv preprint argues that multimodal models need active visual assistance, such as drawing auxiliary lines, to handle complex geometry problems. The authors examine shortcomings in current evaluation of visual chain-of-thought methods and propose ways to strengthen how models reason with diagrams. The work falls under cs.AI and focuses on diagnosing and improving these visual reasoning pipelines.

arXivcs.AIgeometry problem solvingmultimodal-modelsvisual chain-of-thoughtvisual-reasoning

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