大模型推理能力 - arXivDaily 专题

2510.16062 2025-10-23 cs.CL cs.AI 88%

Can LLMs Correct Themselves? A Benchmark of Self-Correction in LLMs

Guiyao Tie, Zenghui Yuan, Zeli Zhao, Chaoran Hu, Tianhe Gu, Ruihang Zhang, Sizhe Zhang, Junran Wu, Xiaoyue Tu, Ming Jin, Qingsong Wen, Lixing Chen, Pan Zhou, Lichao Sun

机构 * Huazhong University of Science and Technology（华中科技大学）； Griffith University（格里菲斯大学）； Squirrel Ai Learning（squirrel ai 学习）； Shanghai Jiaotong University（上海交通大学）； Lehigh University（莱斯大学）

专题命中复杂问题求解：self-correction(title,abstract)；reasoning(abstract)；chain-of-thought(abstract)；CoT(abstract)

Comments 47 pages, 25 figures, 10 tables

2504.21625 2025-10-23 cs.CL 85%

Meeseeks: A Feedback-Driven, Iterative Self-Correction Benchmark evaluating LLMs' Instruction Following Capability

Jiaming wang, Yunke Zhao, Peng Ding, Jun Kuang, Yibin Shen, Zhe Tang, Yilin Jin, ZongYu Wang, Xiaoyu Li, Xuezhi Cao, Xunliang Cai

机构 * Meituan（美团）

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

2507.16814 2025-10-23 cs.LG cs.CV 79%

Semi-off-Policy Reinforcement Learning for Vision-Language Slow-Thinking Reasoning

Junhao Shen, Haiteng Zhao, Yuzhe Gu, Songyang Gao, Kuikun Liu, Haian Huang, Jianfei Gao, Dahua Lin, Wenwei Zhang, Kai Chen

机构 * Shanghai Jiao Tong University（上海交通大学）； Shanghai AI Laboratory（上海人工智能实验室）； MMLab, The Chinese University of Hong Kong（香港中文大学MMLab）

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

2510.19451 2025-10-23 cs.CV cs.MM 78%

Reasoning Like Experts: Leveraging Multimodal Large Language Models for Drawing-based Psychoanalysis

Xueqi Ma, Yanbei Jiang, Sarah Erfani, James Bailey, Weifeng Liu, Krista A. Ehinger, Jey Han Lau

机构 * The University of Melbourne（墨尔本大学）； China University of Petroleum (East China)（中国石油大学（华东））

专题命中复杂问题求解：reasoning(title,abstract)

Comments Accepted by ACM Multimedia 2025

2510.18895 2025-10-23 cs.SE cs.AI cs.HC 57%

CosmoCore Affective Dream-Replay Reinforcement Learning for Code Generation

Santhosh Kumar Ravindran

机构 * Microsoft Corporation（微软公司）

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

Comments 12 pages

2510.17150 2025-10-23 cs.RO 50%

OmniVIC: A Self-Improving Variable Impedance Controller with Vision-Language In-Context Learning for Safe Robotic Manipulation

Heng Zhang, Wei-Hsing Huang, Gokhan Solak, Arash Ajoudani

机构 * Human-Robot Interfaces and Interaction Lab, Istituto Italiano di Tecnologia, Genoa, Italy（人机交互实验室，意大利理工学院，热那亚）； Georgia Institute of Technology, Atlanta, USA（佐治亚理工学院，美国亚特兰大）

专题命中复杂问题求解：reasoning(abstract)

Comments Code, video and RAG dataset are available at \url{https://sites.google.com/view/omni-vic}

2510.16880 2025-10-23 cs.CE 50%

Chem-R: Learning to Reason as a Chemist

Weida Wang, Benteng Chen, Di Zhang, Wanhao Liu, Shuchen Pu, Ben Gao, Jin Zeng, Xiaoyong Wei, Tianshu Yu, Shuzhou Sun, Tianfan Fu, Wanli Ouyang, Lei Bai, Jiatong Li, Zifu Wang, Yuqiang Li, Shufei Zhang