大模型推理能力

Reinforcement learning fine-tuning of language model for instruction following and math reasoning

Yifu Han, Geo Zhang

机构 * Stanford University（斯坦福大学） 纠错

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

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models

Yifan Hao, Fangning Chao, Yaqian Hao, Zhaojun Cui, Huan Bai, Haiyu Zhang, Yankai Liu, Chao Deng, Junlan Feng

机构 * China Mobile Research Institute Beijing, China（中国移动研究院北京） 纠错

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

Enhancing LLM Reasoning with Iterative DPO: A Comprehensive Empirical Investigation

Songjun Tu, Jiahao Lin, Xiangyu Tian, Qichao Zhang, Linjing Li, Yuqian Fu, Nan Xu, Wei He, Xiangyuan Lan, Dongmei Jiang, Dongbin Zhao

机构 * Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； Pengcheng Laboratory（鹏城实验室） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） ； Wenge Technology（文生科技） ； Fudan University（复旦大学） 纠错

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

Comments 23pages

Journal ref COLM2025

The Policy Cliff: A Theoretical Analysis of Reward-Policy Maps in Large Language Models

Xingcheng Xu

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） 纠错

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

LLMs-guided adaptive compensator: Bringing Adaptivity to Automatic Control Systems with Large Language Models

Zhongchao Zhou, Yuxi Lu, Yaonan Zhu, Yifan Zhao, Bin He, Liang He, Wenwen Yu, Yusuke Iwasawa

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