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GOLD: Geometry Problem Solver with Natural Language Description (2024.findings-naacl)

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Challenge: Existing methods for solving geometry math problems struggle with accurately interpreting geometry diagrams, posing a challenge for problem-solving.
Approach: They propose a model that extracts geometric relations from diagrams and converts them into natural language descriptions.
Outcome: The proposed model outperforms the previous best method on the UniGeo dataset by 12.7% and 42.1% in calculation and proving subsets.

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