Towards Effective Code-Integrated Reasoning

Towards Effective Code-Integrated Reasoning

30 May 2025

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Papers citing "Towards Effective Code-Integrated Reasoning"

8 / 8 papers shown

Title
Incentivizing Agentic Reasoning in LLM Judges via Tool-Integrated Reinforcement Learning Ran Xu Jingjing Chen Jiayu Ye Yu Wu Jun Yan Carl Yang Hongkun Yu ELM LRM 226 2 0 27 Oct 2025
A $^2$ FM: An Adaptive Agent Foundation Model for Tool-Aware Hybrid Reasoning Qianben Chen Jingyi Cao Jiayu Zhang Tianrui Qin Xiaowan Li ... Xin Gui Ge Zhang Jian Yang Yuchen Eleanor Jiang Wangchunshu Zhou LLMAG LRM 296 1 0 13 Oct 2025
How Many Code and Test Cases Are Enough? Evaluating Test Cases Generation from a Binary-Matrix Perspective Xianzhen Luo Jinyang Huang Wenzhen Zheng Qingfu Zhu Mingzheng Xu Yiheng Xu YuanTao Fan L. Qin Wanxiang Che 80 2 0 09 Oct 2025
Toward Effective Tool-Integrated Reasoning via Self-Evolved Preference Learning Yifei Chen Guanting Dong Zhicheng Dou LRM 191 2 0 27 Sep 2025
Learn the Ropes, Then Trust the Wins: Self-imitation with Progressive Exploration for Agentic Reinforcement Learning Yulei Qin Xiaoyu Tan Zhengbao He Gang Li Haojia Lin ... Yuzheng Cai Xuan Zhang Sheng Ye Ke Li Xing Sun 343 0 0 26 Sep 2025
SimpleTIR: End-to-End Reinforcement Learning for Multi-Turn Tool-Integrated Reasoning Zhenghai Xue Longtao Zheng Qian Liu Yingru Li Xiaosen Zheng Tianhao Shen Bo An OffRL LRM 148 48 0 02 Sep 2025
Understanding Tool-Integrated Reasoning Heng Lin Zhongwen Xu LRM 240 14 0 26 Aug 2025
From Trial-and-Error to Improvement: A Systematic Analysis of LLM Exploration Mechanisms in RLVR Jia Deng Jie Chen Zhipeng Chen Daixuan Cheng Fei Bai Beichen Zhang Yinqian Min Y. Gao Wayne Xin Zhao Ji-Rong Wen LRM 134 0 0 11 Aug 2025