AINeutralarXiv – CS AI · 8h ago6/10
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BiNSGPS: Geometry Problem Solving via Bidirectional Neuro-Symbolic Interaction
BiNSGPS introduces a bidirectional neuro-symbolic framework that enables dynamic feedback loops between machine learning models and symbolic solvers for geometry problem-solving. Unlike traditional unidirectional approaches, this system allows the neural component to actively incorporate feedback and correct errors, addressing fundamental limitations in AI's ability to solve complex geometric reasoning tasks.