大模型推理能力

Rethinking the Chain-of-Thought: The Roles of In-Context Learning and Pre-trained Priors

Hao Yang, Zhiyu Yang, Yunjie Zhang, Shanyi Zhu, Lin Yang

机构 * School of Intelligence Science and Technology, National Key Laboratory for Novel Software Technology, Nanjing University（智能科学与技术学院，新型软件技术国家重点实验室，南京大学） ； School of Computing and Information Systems, Singapore Management University（计算与信息系统学院，新加坡管理大学） ； Central South University（中南大学） ； School of Global Education and Development, International Chinese Language Education, University of Chinese Academy of Social Sciences（全球教育与发展学院，国际中文教育，中国社会科学院） 纠错

专题命中 逻辑推理 ：chain-of-thought(title,abstract)；reasoning(abstract)；logical reasoning(abstract)；分类 cs.CL、cs.AI

Exploring Reasoning-Infused Text Embedding with Large Language Models for Zero-Shot Dense Retrieval

Yuxiang Liu, Tian Wang, Gourab Kundu, Tianyu Cao, Guang Cheng, Zhen Ge, Jianshu Chen, Qingjun Cui, Trishul Chilimbi

机构 * University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Amazon（亚马逊） 纠错

专题命中 逻辑推理 ：reasoning(title,abstract)；logical reasoning(abstract)；分类 cs.CL

Comments CIKM 2025

Entropy-Guided Loop: Achieving Reasoning through Uncertainty-Aware Generation

Andrew G. A. Correa, Ana C. H de Matos

机构 * Monostate（莫诺态） 纠错

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

Comments 9 pages, 2 figures, 4 tables

Perspective-Shifted Neuro-Symbolic World Models: A Framework for Socially-Aware Robot Navigation

Kevin Alcedo, Pedro U. Lima, Rachid Alami

机构 * Institute for Systems and Robotics, Instituto Superior Técnico, Universidade de Lisboa（系统机器人研究所，理工学院，里斯本大学） ； LAAS-CNRS, Artificial and Natural Intelligence Toulouse Institute (ANITI)（LAAS-CNRS，图卢兹人工智能研究所（ANITI）） 纠错

专题命中 逻辑推理 ：reasoning(abstract)；planning(abstract)；分类 cs.AI

Comments Accepted as a regular paper at the 2025 IEEE International Conference on Robot & Human Interactive Communication (RO-MAN). \c{opyright} 2025 IEEE. The final version will appear in IEEE Xplore

Mic Drop or Data Flop? Evaluating the Fitness for Purpose of AI Voice Interviewers for Data Collection within Quantitative & Qualitative Research Contexts

Shreyas Tirumala, Nishant Jain, Danny D. Leybzon, Trent D. Buskirk

机构 * VKL Research, Inc.（VKL研究公司） ； Old Dominion University（旧 Dominion 大学） 纠错

专题命中 逻辑推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Probabilistically stable revision and comparative probability: a representation theorem and applications

Krzysztof Mierzewski

机构 * Carnegie Mellon University（卡内基梅隆大学） 纠错

专题命中 逻辑推理 ：reasoning(abstract)；分类 cs.AI

TRACE-CS: A Hybrid Logic-LLM System for Explainable Course Scheduling

Stylianos Loukas Vasileiou, William Yeoh

机构 * New Mexico State University（新墨西哥州立大学） ； Washington University in St. Louis（圣路易斯华盛顿大学） 纠错

专题命中 逻辑推理 ：reasoning(abstract)；分类 cs.AI

Lagrangian Relaxation for Multi-Action Partially Observable Restless Bandits: Heuristic Policies and Indexability

Rahul Meshram, Kesav Kaza

机构 * Department of Electrical Engineering, Indian Institute of Technology Madras（印度理工学院马德拉斯分校电子工程系） ； Department of Electrical Engineering and Computer Science, University of Ottawa（渥太华大学电子工程与计算机科学系） 纠错

专题命中 逻辑推理 ：planning(abstract)；分类 cs.LG

Comments 13 pages

Graded Transformers

Tony Shaska

机构 * Department of Mathematics ； Statistics, Oakland University, Rochester, MI 48309 纠错

专题命中 逻辑推理 ：reasoning(abstract)；分类 cs.LG

WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent

Xinyu Geng, Peng Xia, Zhen Zhang, Xinyu Wang, Qiuchen Wang, Ruixue Ding, Chenxi Wang, Jialong Wu, Yida Zhao, Kuan Li, Yong Jiang, Pengjun Xie, Fei Huang, Jingren Zhou

专题命中 逻辑推理 ：reasoning(abstract)