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cs.AI2026
BiNSGPS: Geometry Problem Solving via Bidirectional Neuro-Symbolic Interaction
Qi Wang, Peijie Wang, Fei Yin +1
Geometry problem solving poses distinct challenges in artificial intelligence. Existing approaches typically fall into two paradigms: symbolic methods, which exhibit limited adapta…
cs.CV2026
Geoparsing: Diagram Parsing for Plane and Solid Geometry with a Unified Formal Language
Peijie Wang, Ming-Liang Zhang, Jun Cao +10
Multimodal Large Language Models (MLLMs) have achieved remarkable progress but continue to struggle with geometric reasoning, primarily due to the perception bottleneck regarding f…