大模型推理能力

Critical or Compliant? The Double-Edged Sword of Reasoning in Chain-of-Thought Explanations

Eunkyu Park, Wesley Hanwen Deng, Vasudha Varadarajan, Mingxi Yan, Gunhee Kim, Maarten Sap, Motahhare Eslami

机构 * Seoul National University（首尔国立大学） ； Language Technologies Institute, Carnegie Mellon University（语言技术研究所，卡内基梅隆大学） ； Human-Computer Interaction Institute, Carnegie Mellon University（人机交互研究所，卡内基梅隆大学） 纠错

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

Comments Under review; 16 pages, 15 figures

Leveraging the Power of Large Language Models in Entity Linking via Adaptive Routing and Targeted Reasoning

Yajie Li, Albert Galimov, Mitra Datta Ganapaneni, Pujitha Thejaswi, De Meng, Priyanshu Kumar, Saloni Potdar

机构 * College of Information and Computer Sciences, University of Massachusetts Amherst（信息与计算机科学学院，马萨诸塞大学阿默斯特分校） ； Apple（苹果公司） 纠错

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

Comments Accepted to EMNLP 2025 Industry Track

From Solving to Verifying: A Unified Objective for Robust Reasoning in LLMs

Xiaoxuan Wang, Bo Liu, Song Jiang, Jingzhou Liu, Jingyuan Qi, Xia Chen, Baosheng He

机构 * Meta 纠错

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

Parameter Importance-Driven Continual Learning for Foundation Models

Lingxiang Wang, Hainan Zhang, Zhiming Zheng

机构 * Beijing Advanced Innovation Center for Future Blockchain and Privacy Computing, Beihang University（未来区块链与隐私计算先进创新中心，北京航空航天大学） ； School of Artificial Intelligence, Beihang University（人工智能学院，北京航空航天大学） 纠错

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

Knowledge-Grounded Agentic Large Language Models for Multi-Hazard Understanding from Reconnaissance Reports

Chenchen Kuai, Zihao Li, Braden Rosen, Stephanie Paal, Navid Jafari, Jean-Louis Briaud, Yunlong Zhang, Youssef M. A. Hashash, Yang Zhou

机构 * organization= Department One , addressline= Address One , city= City One , postcode= 00000 , state= State One , country= Country One ； organization= Department Two , addressline= Address Two , city= City Two , postcode= 22222 , state= State Two , country= Country Two ； organization= Zachry Department of Civil \& Environmental Engineering, Texas A\&M University , addressline= 3136 TAMU , city= College Station , postcode= 77843 , state= TX , country= USA ； organization= Department of Engineering Technology ； Industrial Distribution, Texas A\&M University , city= College Station , postcode= 77843 , state= TX , country= USA ； organization= Department of Civil ； Environmental Engineering, University of Illinois Urbana-Champaign , city= Urbana , postcode= 61801 , state= IL , country= USA 纠错

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

Comments 17 pages, 5 figures

Test-time Scaling of LLMs: A Survey from A Subproblem Structure Perspective

Zhuoyi Yang, Xu Guo, Tong Zhang, Huijuan Xu, Boyang Li

机构 * Department of Computer Science and Engineering, The Pennsylvania State University（宾夕法尼亚州立大学计算机科学与工程系） ； School of Computer Science and Engineering, Nanyang Technological University（南洋理工大学计算机科学与工程学院） 纠错

专题命中 其他推理 ：chain-of-thought(abstract)；分类 cs.CL、cs.AI

Bias after Prompting: Persistent Discrimination in Large Language Models

Nivedha Sivakumar, Natalie Mackraz, Samira Khorshidi, Krishna Patel, Barry-John Theobald, Luca Zappella, Nicholas Apostoloff

机构 * Apple（苹果公司） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.LG

Terra Nova: A Comprehensive Challenge Environment for Intelligent Agents

Trevor McInroe

机构 * The University of Edinburgh（爱丁堡大学） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI

Unveiling Inference Scaling for Difference-Aware User Modeling in LLM Personalization

Suyu Chen, Yimeng Bai, Yulong Huang, Xiaoyan Zhao, Yang Zhang

专题命中 其他推理 ：reasoning(abstract)

Trustworthy GenAI over 6G: Integrated Applications and Security Frameworks

Bui Duc Son, Trinh Van Chien, Dong In Kim

专题命中 其他推理 ：reasoning(abstract)

Comments 8 pages, 5 figures. Submitted for publication

Castle: Causal Cascade Updates in Relational Databases with Large Language Models

Yongye Su, Yucheng Zhang, Zeru Shi, Bruno Ribeiro, Elisa Bertino

专题命中 其他推理 ：reasoning(abstract)