大模型推理能力

Enhancing Math Reasoning in Small-sized LLMs via Preview Difficulty-Aware Intervention

Xinhan Di, JoyJiaoW

机构 * Independent, Researcher, China（中国独立研究者） 纠错

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

Comments 7 pages, 1 table, accepted by SIM ICML@2025 Workshop

Uncertainty-Based Methods for Automated Process Reward Data Construction and Output Aggregation in Mathematical Reasoning

Jiuzhou Han, Wray Buntine, Ehsan Shareghi

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

Predictive Auditing of Hidden Tokens in LLM APIs via Reasoning Length Estimation

Ziyao Wang, Guoheng Sun, Yexiao He, Zheyu Shen, Bowei Tian, Ang Li

机构 * University of Maryland, College Park（马里兰大学学院公园分校） 纠错

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

Trustworthy Reasoning: Evaluating and Enhancing Factual Accuracy in LLM Intermediate Thought Processes

Rui Jiao, Yue Zhang, Jinku Li

机构 * School of Cyber Engineering, Xidian University（西安电子科技大学电子工程学院） ； School of Computer Science and Technology, Shandong University（山东大学计算机科学与技术学院） 纠错

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

Parameter-Efficient Routed Fine-Tuning: Mixture-of-Experts Demands Mixture of Adaptation Modules

Yilun Liu, Yunpu Ma, Yuetian Lu, Shuo Chen, Zifeng Ding, Volker Tresp

机构 * Technical University of Munich（慕尼黑技术大学） ； Ludwig Maximilian University of Munich（慕尼黑路德维希-马克西米利安大学） ； University of Cambridge（剑桥大学） 纠错

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

Comments This paper is a preprint under review. arXiv admin note: text overlap with arXiv:2411.08212

Everyone Contributes! Incentivizing Strategic Cooperation in Multi-LLM Systems via Sequential Public Goods Games

Yunhao Liang, Yuan Qu, Jingyuan Yang, Shaochong Lin, Zuo-Jun Max Shen

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

LoRI: Reducing Cross-Task Interference in Multi-Task Low-Rank Adaptation

Juzheng Zhang, Jiacheng You, Ashwinee Panda, Tom Goldstein

机构 * University of Maryland（马里兰大学） ； Tsinghua University（清华大学） 纠错

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

Comments COLM 2025

Self-Evolving Critique Abilities in Large Language Models

Zhengyang Tang, Ziniu Li, Zhenyang Xiao, Tian Ding, Ruoyu Sun, Benyou Wang, Dayiheng Liu, Fei Huang, Tianyu Liu, Bowen Yu, Junyang Lin

机构 * The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳）） ； Shenzhen Research Institute of Big Data（深圳大数据研究院） ； Shenzhen International Center for Industrial and Applied Mathematics（深圳国际工业与应用数学中心） ； Qwen Team, Alibaba Inc.（阿里云通义团队） 纠错

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

Comments Accepted by COLM 2025

Step-wise Adaptive Integration of Supervised Fine-tuning and Reinforcement Learning for Task-Specific LLMs

Jack Chen, Fazhong Liu, Naruto Liu, Yuhan Luo, Erqu Qin, Harry Zheng, Tian Dong, Haojin Zhu, Yan Meng, Xiao Wang

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