大模型推理能力 - arXivDaily 专题

2510.20272 2025-10-24 cs.LG cs.AI 84%

Limits of PRM-Guided Tree Search for Mathematical Reasoning with LLMs

Tristan Cinquin, Geoff Pleiss, Agustinus Kristiadi

机构 * University of Tübingen（图宾根大学）； University of British Columbia（不列颠哥伦比亚大学）； Vector Institute（向量研究所）； Western University（西部大学）

专题命中数学推理：reasoning(title,abstract)；chain-of-thought(abstract)；分类 cs.AI、cs.LG

2510.18470 2025-10-24 cs.AI 79%

CircuitSeer: Mining High-Quality Data by Probing Mathematical Reasoning Circuits in LLMs

Shaobo Wang, Yongliang Miao, Yuancheng Liu, Qianli Ma, Ning Liao, Linfeng Zhang

机构 * EPIC Lab, SJTU（上海交通大学EPIC实验室）； Shanghai Jiao Tong University（上海交通大学）

专题命中数学推理：reasoning(title,abstract)；分类 cs.AI

Comments 14 pages, 5 figures

2505.17190 2025-10-24 cs.LG math.AG math.CO 79%

Tropical Attention: Neural Algorithmic Reasoning for Combinatorial Algorithms

Baran Hashemi, Kurt Pasque, Chris Teska, Ruriko Yoshida

机构 * Origins Data Science Lab（Origins数据科学实验室）； Technical University of Munich（慕尼黑技术大学）； Naval Postgraduate School（海军研究生学院）

专题命中数学推理：reasoning(title,abstract)；分类 cs.LG

Comments Published at NeurIPS 2025

2510.08396 2025-10-24 cs.LG cs.AI cs.CL 67%

FlyLoRA: Boosting Task Decoupling and Parameter Efficiency via Implicit Rank-Wise Mixture-of-Experts

Heming Zou, Yunliang Zang, Wutong Xu, Yao Zhu, Xiangyang Ji

机构 * Department of Automation, Tsinghua University（自动化系，清华大学）； Academy of Medical Engineering and Translational Medicine, Tianjin University（医学工程与转化医学学院，天津大学）

专题命中数学推理：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments NeurIPS 2025 accepted paper

2510.20342 2025-10-24 cs.CL cs.AI 62%

Teaching Language Models to Reason with Tools

Chengpeng Li, Zhengyang Tang, Ziniu Li, Mingfeng Xue, Keqin Bao, Tian Ding, Ruoyu Sun, Benyou Wang, Xiang Wang, Junyang Lin, Dayiheng Liu

机构 * University of Science and Technology of China（中国科学技术大学）； Alibaba Inc.（阿里巴巴公司）； The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳））； Shenzhen International Center for Industrial and Applied Mathematics（深圳国际工业与应用数学中心）； Shenzhen Research Institute of Big Data（深圳大数据研究院）

专题命中数学推理：reasoning(abstract)；分类 cs.CL、cs.AI

Comments NIPS2025 Accepted

2506.23679 2025-10-24 cs.LG cs.AI cs.CR 62%

Learning Modular Exponentiation with Transformers

David Demitri Africa, Sara M. Kapoor, Theo Simon Sorg, Challenger Mishra

机构 * Department of Computer Science and Technology（计算机科学与技术系）

专题命中数学推理：reasoning(abstract)；分类 cs.AI、cs.LG

Comments Accepted at the 5th MATH-AI Workshop, NeurIPS'25

2510.19895 2025-10-24 cs.CL cs.AI 62%

Large Language Model enabled Mathematical Modeling

Guoyun Zhang

专题命中数学推理：reasoning(abstract)；分类 cs.CL、cs.AI

2504.19487 2025-10-24 cs.MA 50%

Evolution of Cooperation in LLM-Agent Societies: A Preliminary Study Using Different Punishment Strategies

Kavindu Warnakulasuriya, Prabhash Dissanayake, Navindu De Silva, Stephen Cranefield, Bastin Tony Roy Savarimuthu, Surangika Ranathunga, Nisansa de Silva

专题命中数学推理：reasoning(abstract)

Comments 20 pages, 10 figures, Accepted for presentation as a full paper at the COINE 2025 workshop at AAMAS 2025 (https://coin-workshop.github.io/coine-2025-detroit/accepted_for_presentation.html)

1. 数学推理 8 篇