大模型推理能力

SalaMAnder: Shapley-based Mathematical Expression Attribution and Metric for Chain-of-Thought Reasoning

Yue Xin, Chen Shen, Shaotian Yan, Xiaosong Yuan, Yaoming Wang, Xiaofeng Zhang, Chenxi Huang, Jieping Ye

机构 * Shanghai Jiao Tong University（上海交通大学） ； Alibaba Cloud Computing（阿里云计算） 纠错

专题命中 数学推理 ：reasoning(title,abstract)；chain-of-thought(title,abstract)；CoT(abstract)；math reasoning(abstract)

Comments accpeted by EMNLP 2025

Step Guided Reasoning: Improving Mathematical Reasoning using Guidance Generation and Step Reasoning

Lang Cao, Yingtian Zou, Chao Peng, Renhong Chen, Wu Ning, Yitong Li

机构 * Huawei Technologies Co., Ltd.（华为技术有限公司） ； Shanghai Jiaotong University（上海交通大学） 纠错

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

Comments 9 pages, 9 figures

Meta-Reasoning Improves Tool Use in Large Language Models

Lisa Alazraki, Marek Rei

机构 * Imperial College London（伦敦帝国学院） 纠错

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

Comments NAACL 2025 Findings

GRIP: A Graph-Based Reasoning Instruction Producer

Jiankang Wang, Jianjun Xu, Xiaorui Wang, Yuxin Wang, Mengting Xing, Shancheng Fang, Hongtao Xie

机构 * University of Science and Technology of China（中国科学技术大学） ； MetaStone Technology（MetaStone技术） 纠错

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

Adaptive Overclocking: Dynamic Control of Thinking Path Length via Real-Time Reasoning Signals

Shuhao Jiang, Songbo Wang, Yang Qiao, Chun Xu, Chaoyang Zheng, Shengyi Zhou, Huanjun Wang, Fangming Li, Cong Zhang, Jiyu Wang

机构 * Huawei Technologies Co., Ltd.（华为技术有限公司） 纠错

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

REAMS: Reasoning Enhanced Algorithm for Maths Solving

Eishkaran Singh, Tanav Singh Bajaj, Siddharth Nayak

机构 * Thapar（塔帕尔学院） ； University of British Columbia（不列颠哥伦比亚大学） ； Massachusetts Institute of Technology（麻省理工学院） 纠错

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

On LLM-Based Scientific Inductive Reasoning Beyond Equations

Brian S. Lin, Jiaxin Yuan, Zihan Zhou, Shouli Wang, Shuo Wang, Cunliang Kong, Qi Shi, Yuxuan Li, Liner Yang, Zhiyuan Liu, Maosong Sun

机构 * Dept. of Comp. Sci. & Tech., Institute for AI, BNRist Center, Tsinghua University（计算机科学与技术系，人工智能研究院，BNRist中心，清华大学） ； Jiangsu Collaborative Innovation Center for Language Ability, Jiangsu Normal University（江苏语言能力协同创新中心，江苏师范大学） ； Beijing Language and Culture University（北京语言文化大学） ； Xiamen University（厦门大学） ； Harbin Institute of Technology（哈尔滨工业大学） 纠错

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

Comments 24 pages

GRPO-LEAD: A Difficulty-Aware Reinforcement Learning Approach for Concise Mathematical Reasoning in Language Models

Jixiao Zhang, Chunsheng Zuo

机构 * Johns Hopkins University（约翰霍普金斯大学） 纠错

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

Comments Accepted to EMNLP 2025 (Main)

No Need for Explanations: LLMs can implicitly learn from mistakes in-context

Lisa Alazraki, Maximilian Mozes, Jon Ander Campos, Tan Yi-Chern, Marek Rei, Max Bartolo

机构 * Imperial College London（伦敦帝国学院） ； Cohere 纠错

专题命中 数学推理 ：reasoning(abstract)；chain-of-thought(abstract)；math reasoning(abstract)；分类 cs.CL、cs.AI

Comments EMNLP 2025

Do Large Language Models Truly Grasp Mathematics? An Empirical Exploration From Cognitive Psychology

Wei Xie, Shuoyoucheng Ma, Zhenhua Wang, Enze Wang, Kai Chen, Xiaobing Sun, Baosheng Wang

机构 * College of Computer Science and Technology, National University of Defense Technology（国防科技大学计算机科学与技术学院） ； Institute of High Performance Computing, Agency for Science, Technology and Research (A*STAR)（科学、技术和研究局高性能计算研究所） ； Institute of Information Engineering, Chinese Academy of Sciences（中国科学院信息工程研究所） 纠错

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

Comments Thank you for your attention. This paper was accepted by the CogSci 2025 conference in April and published in August. The location in the proceedings is: https://escholarship.org/uc/item/24x9t7s1

Feedback Friction: LLMs Struggle to Fully Incorporate External Feedback

Dongwei Jiang, Alvin Zhang, Andrew Wang, Nicholas Andrews, Daniel Khashabi

机构 * Johns Hopkins University（约翰霍普金斯大学） 纠错

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

Medical priority fusion: achieving dual optimization of sensitivity and interpretability in nipt anomaly detection

Xiuqi Ge, Zhibo Yao, Yaosong Du

机构 * University of Electronic Science and Technology of China-Glasgow College（电子科技大学-格拉斯哥学院） 纠错

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

Comments 24 pages, 47 figures, publish to BIBM