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Jiaxing Sun

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#artificial intelligence Preprint Sep 2026

From Outcomes to Strategies: Learning Strategy Utility for Mathematical Reasoning

Reinforcement learning with verifiable rewards has substantially improved mathematical reasoning. However, terminal correctness alone provides limited insight into the quality of high-level strategies, such as theorem selection and subgoal decomposition, when considered separately from their subsequent execution. This...

Rui-Kang Zhang, Xiao An, Xu-Li Shen et al. · 0 citations
#natural language process... Preprint Sep 2026

DianShi-RxnDB: A Large-Scale, Fine-Grained Organic Reaction Data Platform Built via a Fully Automated Pipeline for Researchers and AI Agents

D DianShi-RxnDB is presented, a large-scale, fine-grained organic reaction data platform built via a fully automated extraction and normalization pipeline integrating patent text, images, and reaction schemes integrating patent text, images, and reaction schemes.

Yu-Bin Wang, Xing-Jian Wei, Jiang Wu et al. · 0 citations

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