大模型推理能力 - arXivDaily 专题

2509.23967 2025-10-22 cs.CL 85%

HiPO: Hybrid Policy Optimization for Dynamic Reasoning in LLMs

Ken Deng, Zizheng Zhan, Wen Xiang, Wenqiang Zhu, Weihao Li, Jingxuan Xu, Tianhao Peng, Xinping Lei, Kun Wu, Yifan Yao, Haoyang Huang, Huaixi Tang, Kepeng Lei, Zhiyi Lai, Songwei Yu, Zongxian Feng, Zuchen Gao, Weihao Xie, Chenchen Zhang, Yanan Wu, Yuanxing Zhang, Lecheng Huang, Yuqun Zhang, Jie Liu, Zhaoxiang Zhang, Haotian Zhang, Bin Chen, Jiaheng Liu

机构 * Kuaishou Technology（快手科技）； Nanjing University（南京大学）

专题命中复杂问题求解：reasoning(title,abstract)；chain-of-thought(abstract)；CoT(abstract)；分类 cs.CL

2506.19257 2025-10-22 cs.CV cs.CL 83%

MSR-Align: Policy-Grounded Multimodal Alignment for Safety-Aware Reasoning in Vision-Language Models

Yinan Xia, Yilei Jiang, Yingshui Tan, Xiaoyong Zhu, Xiangyu Yue, Bo Zheng

机构 * Future Lab, Alibaba Group（阿里巴巴集团未来实验室）

专题命中复杂问题求解：reasoning(title,abstract)；chain-of-thought(abstract)；分类 cs.CL

2510.18510 2025-10-22 cs.CL 79%

Identity-Aware Large Language Models require Cultural Reasoning

Alistair Plum, Anne-Marie Lutgen, Christoph Purschke, Achim Rettinger

机构 * University of Luxembourg, Luxembourg（卢森堡大学）； Trier University, Germany（特里尔大学）

专题命中复杂问题求解：reasoning(title,abstract)；分类 cs.CL

2510.17922 2025-10-22 cs.CL cs.AI 73%

Select-Then-Decompose: From Empirical Analysis to Adaptive Selection Strategy for Task Decomposition in Large Language Models

Shuodi Liu, Yingzhuo Liu, Zi Wang, Yusheng Wang, Huijia Wu, Liuyu Xiang, Zhaofeng He

机构 * Beijing University of Posts and Telecommunications（北京邮电大学）

专题命中复杂问题求解：reasoning(abstract)；planning(abstract)；分类 cs.CL、cs.AI

Comments Accepted to the Main Conference of EMNLP 2025 (Oral)

2510.18053 2025-10-22 cs.LG cs.AI 62%

Adaptive Divergence Regularized Policy Optimization for Fine-tuning Generative Models

Jiajun Fan, Tong Wei, Chaoran Cheng, Yuxin Chen, Ge Liu

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校）

专题命中复杂问题求解：reasoning(abstract)；分类 cs.AI、cs.LG

Comments 30 pages

2505.19591 2025-10-22 cs.CL cs.AI cs.MA 62%

Multi-Agent Collaboration via Evolving Orchestration

Yufan Dang, Chen Qian, Xueheng Luo, Jingru Fan, Zihao Xie, Ruijie Shi, Weize Chen, Cheng Yang, Xiaoyin Che, Ye Tian, Xuantang Xiong, Lei Han, Zhiyuan Liu, Maosong Sun

机构 * Tsinghua University（清华大学）； Shanghai Jiao Tong University（上海交通大学）； Beijing University of Posts and Telecommunications（北京邮电大学）； Siemens（西门子）； Tencent Robotics X（腾讯机器人研究院）

专题命中复杂问题求解：reasoning(abstract)；分类 cs.CL、cs.AI

Comments accepted at NeurIPS 2025

2506.07153 2025-10-22 cs.CR cs.AI 57%

Mind the Web: The Security of Web Use Agents

Avishag Shapira, Parth Atulbhai Gandhi, Edan Habler, Asaf Shabtai

机构 * Ben-Gurion University of the Negev, Israel（内盖夫本·古里安大学）

专题命中复杂问题求解：reasoning(abstract)；分类 cs.AI

2505.17098 2025-10-22 cs.CL cs.CV 57%

TACO: Enhancing Multimodal In-context Learning via Task Mapping-Guided Sequence Configuration

Yanshu Li, Jianjiang Yang, Tian Yun, Pinyuan Feng, Jinfa Huang, Ruixiang Tang

机构 * Brown University（布朗大学）； University of Bristol（布里斯托大学）； Columbia University（哥伦比亚大学）； University of Rochester（罗切斯特大学）； Rutgers University（罗格斯大学）

专题命中复杂问题求解：reasoning(abstract)；分类 cs.CL

Comments EMNLP2025 Main, 28 pages, 11 figures, 19 tables

2510.18327 2025-10-22 cs.SE 50%

InspectCoder: Dynamic Analysis-Enabled Self Repair through interactive LLM-Debugger Collaboration

Yunkun Wang, Yue Zhang, Guochang Li, Chen Zhi, Binhua Li, Fei Huang, Yongbin Li, Shuiguang Deng

专题命中复杂问题求解：reasoning(abstract)

1. 复杂问题求解 9 篇