Reactivating Test-Time Scaling for Plane Geometry Problem Solving
Multi-Trace Synthesis (MTS) is proposed, which converts each symbolic program into heterogeneous reasoning traces, including executable Python scripts and CoT-augmented variants, and Perception-Augmented training, which parses diagrams into structured semantic clauses before deduction, and Consensus-Guided Multi-Trace Ensemble for efficient self-adaptive inference.
Xiaoqiang Kang, Shengen Wu, Maizhen Ning et al.
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