Draw2Think recasts geometric reasoning as agentic interaction with a constraint engine, achieving 95.9% predicate-level construction fidelity and up to 16.4% accuracy gains on solid geometry tasks.
SOLIDGEO: Measuring multimodal spatial math reasoning in solid geometry
4 Pith papers cite this work. Polarity classification is still indexing.
4
Pith papers citing it
years
2026 4verdicts
UNVERDICTED 4representative citing papers
A unified formal language, GDP-29K dataset, and SFT+RL training achieve SOTA diagram parsing for plane and solid geometry while boosting downstream MLLM reasoning.
BiNSGPS proposes bidirectional neuro-symbolic interaction where an MLLM adviser uses symbolic solver feedback to rectify formal representations and propose hypotheses for geometry problem solving.
Reinforcement learning with three causal constraints enables multimodal models to internalize diagram-reasoning links in geometry, unlike SFT which only mimics surface format and harms performance.
citing papers explorer
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Draw2Think: Harnessing Geometry Reasoning through Constraint Engine Interaction
Draw2Think recasts geometric reasoning as agentic interaction with a constraint engine, achieving 95.9% predicate-level construction fidelity and up to 16.4% accuracy gains on solid geometry tasks.
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Geoparsing: Diagram Parsing for Plane and Solid Geometry with a Unified Formal Language
A unified formal language, GDP-29K dataset, and SFT+RL training achieve SOTA diagram parsing for plane and solid geometry while boosting downstream MLLM reasoning.
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BiNSGPS: Geometry Problem Solving via Bidirectional Neuro-Symbolic Interaction
BiNSGPS proposes bidirectional neuro-symbolic interaction where an MLLM adviser uses symbolic solver feedback to rectify formal representations and propose hypotheses for geometry problem solving.
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How RL Unlocks the Aha Moment in Geometric Interleaved Reasoning
Reinforcement learning with three causal constraints enables multimodal models to internalize diagram-reasoning links in geometry, unlike SFT which only mimics surface format and harms performance.