What Really Improves Mathematical Reasoning: Structured Reasoning Signals Beyond Pure Code
Yuze Zhao · Junpeng Fang · Lu Yu · Zhenya Huang · Kai Zhang · Qing Cui · Qi Liu · JUN ZHOU · Enhong Chen (University of Science and Technology of China &
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Yuze Zhao · Junpeng Fang · Lu Yu · Zhenya Huang · Kai Zhang · Qing Cui · Qi Liu · JUN ZHOU · Enhong Chen (University of Science and Technology of China &
Shaoqi Wang · Lu Yu · Siwei Lou · Feng Yan · Chunjie Yang · Qing Cui · JUN ZHOU
Statement autoformalization, a crucial first step in formal verification, aims to transform informal descriptions of math problems into machine-verifiable formal representations but remains a significant challenge. The core difficulty lies in the fact that existing language models hallucinate for...
Changhao Wang · Yunfeiyu · Xinhao Yao · Jiaolong Yang · Lu Yu · Junpeng Fang · Chaobo Li · Riccardo Cantoro · Qing Cui · JUN ZHOU
The scaling of Large Language Models (LLMs) is increasingly limited by data quality. Most methods handle data mixing and sample selection separately, which can break the structure in code corpora. We introduce UniGeM, a framework that unifies mixing and selection by treating data curation as a ma...