语言大模型 / LLM

SoT: Structured-of-Thought Prompting Guides Multilingual Reasoning in Large Language Models

Rui Qi, Zhibo Man, Yufeng Chen, Fengran Mo, Jinan Xu, Kaiyu Huang

机构 * Key Laboratory of Big Data & Artificial Intelligence in Transportation (Beijing Jiaotong University), Ministry of Education（大数据与人工智能交通 key laboratory（北京交通大学）） ； School of Computer Science and Technology, Beijing Jiaotong University（计算机科学与技术学院（北京交通大学）） ； University of Montreal（蒙特利尔大学） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；prompting(title)；分类 cs.CL

Comments EMNLP 2025 (findings)

RephQA: Evaluating Readability of Large Language Models in Public Health Question Answering

Weikang Qiu, Tinglin Huang, Ryan Rullo, Yucheng Kuang, Ali Maatouk, S. Raquel Ramos, Rex Ying

机构 * Yale University, Department of Computer Science（耶鲁大学计算机科学系） ； Yale University, School of Nursing（耶鲁大学护理学院） ； Yale University, School of Public Health（耶鲁大学公共卫生学院） ； Northeastern University（东北大学） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；prompting(abstract)

Comments ACM KDD Health Track 2025 Blue Sky Best Paper

Multimodal Large Language Model Framework for Safe and Interpretable Grid-Integrated EVs

Jean Douglas Carvalho, Hugo Kenji, Ahmad Mohammad Saber, Glaucia Melo, Max Mauro Dias Santos, Deepa Kundur

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Comments This paper has been presented at the 2025 IEEE PES Conference on Innovative Smart Grid Technologies (ISGT 2025)

A Comprehensive Review on Harnessing Large Language Models to Overcome Recommender System Challenges

Rahul Raja, Anshaj Vats, Arpita Vats, Anirban Majumder

机构 * Linkedin, Carnegie Mellon University, Stanford University（LinkedIn、卡内基梅隆大学、斯坦福大学） ； Meta ； Linkedin, Meta AI, Amazon, Boston University（LinkedIn、Meta AI、亚马逊、波士顿大学） ； Amazon（亚马逊） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

AudioStory: Generating Long-Form Narrative Audio with Large Language Models

Yuxin Guo, Teng Wang, Yuying Ge, Shijie Ma, Yixiao Ge, Wei Zou, Ying Shan

机构 * School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） ； ARC Lab, Tencent PCG（腾讯PCG ARC实验室） ； MAIS, Institute of Automation, CAS, Beijing（自动化研究所北京研究所MAIS） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Secure and Scalable Blockchain Voting: A Comparative Framework and the Role of Large Language Models

Kiana Kiashemshaki, Elvis Nnaemeka Chukwuani, Mohammad Jalili Torkamani, Negin Mahmoudi

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Comments 9 pages, 8 figures, 1 table

EvoSpeak: Large Language Models for Interpretable Genetic Programming-Evolved Heuristics

Meng Xu, Jiao Liu, Yew Soon Ong

机构 * Singapore Institute of Manufacturing Technology, Agency for Science, Technology and Research, Singapore（新加坡制造技术研究所，科技研究局，新加坡） ； College of Computing & Data Science, Nanyang Technological University, Singapore（南洋理工大学计算机与数据科学学院，新加坡） ； College of Computing and Data Science, Nanyang Technological University, and the Centre for Frontier AI Research, Institute of High Performance Computing, Agency for Science, Technology and Research, Singapore（南洋理工大学计算机与数据科学学院，前沿人工智能研究中心，高性能计算研究所，科技研究局，新加坡） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.LG

LayerCake: Token-Aware Contrastive Decoding within Large Language Model Layers

Jingze Zhu, Yongliang Wu, Wenbo Zhu, Jiawang Cao, Yanqiang Zheng, Jiawei Chen, Xu Yang, Bernt Schiele, Jonas Fischer, Xinting Hu

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

Comments The submission was made before undergoing the required review by the co-authors' affiliated institutions. We are withdrawing the paper to allow for the completion of the institutional review process

Gala: Global LLM Agents for Text-to-Model Translation

Junyang Cai, Serdar Kadioglu, Bistra Dilkina

机构 * Department of Computer Science, University of Southern California（南加州大学计算机科学系） ； AI Center of Excellence, Fidelity Investments（富达投资人工智能卓越中心） ； Department of Computer Science, Brown University（布朗大学计算机科学系） 纠错

专题命中 推理与问题求解 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；prompting(abstract)

NCV: A Node-Wise Consistency Verification Approach for Low-Cost Structured Error Localization in LLM Reasoning

Yulong Zhang, Li Wang, Wei Du, Peilin Li, Yuqin Dai Zhiyuan Zhao, Lingyong Fang, Ziniu Liu, Ru Zhang, Huijia Zhu, Gongshen Liu

机构 * Beijing University of Posts and Telecommunications（北京邮电大学） ； Shanghai Jiao Tong University（上海交通大学） ； Ant Group（蚂蚁集团） ； Tsinghua University（清华大学） ； Inner Mongolia Research Institute of SJTU（内蒙古大学SJTU研究所） 纠错

专题命中 推理与问题求解 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Uncertainty-Aware Answer Selection for Improved Reasoning in Multi-LLM Systems

Aakriti Agrawal, Rohith Aralikatti, Anirudh Satheesh, Souradip Chakraborty, Amrit Singh Bedi, Furong Huang

机构 * University of Maryland（马里兰大学） ； Hilabs ； University of Central Florida（佛罗里达中央大学） ； Capital One 纠错

专题命中 推理与问题求解 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.LG

Reasoning Riddles: How Explainability Reveals Cognitive Limits in Vision-Language Models

Prahitha Movva

机构 * University of Massachusetts Amherst（马萨诸塞大学阿默斯特分校） 纠错

专题命中 推理与问题求解 ：language model(title,abstract)；prompting(abstract)；LLM(journal_ref)

Journal ref COLM 2025: First Workshop on the Application of LLM Explainability to Reasoning and Planning

TravelBench : Exploring LLM Performance in Low-Resource Domains

Srinivas Billa, Xiaonan Jing

机构 * Expedia Group（Expedia集团） 纠错

专题命中 推理与问题求解 ：LLM(title,abstract)；分类 cs.CL、cs.AI

Comments 10 pages, 3 figures

AgenticRAG: Tool-Augmented Foundation Models for Zero-Shot Explainable Recommender Systems

Bo Ma, Hang Li, ZeHua Hu, XiaoFan Gui, LuYao Liu, Simon Liu

机构 * Department of Software \& Microelectronics Peking University Beijing, China ； Department of Software \& Microelectronics Peking University Beijing, China hangli\ ； Department of Software \& Microelectronics Peking University Beijing, China zehua\ ； Department of Software \& Microelectronics Peking University Beijing, China xiaofan\ ； Economic Law School China University of Political Science ； School of Computer Science Peking University Beijing, China 纠错

专题命中 推理与问题求解 ：foundation model(title,abstract)；分类 cs.AI

Improving Cooperation in Collaborative Embodied AI

Hima Jacob Leven Suprabha, Laxmi Nag Laxminarayan Nagesh, Ajith Nair, Alvin Reuben Amal Selvaster, Ayan Khan, Raghuram Damarla, Sanju Hannah Samuel, Sreenithi Saravana Perumal, Titouan Puech, Venkataramireddy Marella, Vishal Sonar, Alessandro Suglia, Oliver Lemon

机构 * School of Mathematical and Computer Sciences（数学与计算机科学学院） ； Heriot-Watt University（赫里奥特-沃森大学） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；prompting(abstract)；分类 cs.AI

Comments In proceedings of UKCI 2025

Automatic Building Code Review: A Case Study

Hanlong Wan, Weili Xu, Michael Rosenberg, Jian Zhang, Aysha Siddika

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

To Backtrack or Not to Backtrack: When Sequential Search Limits Model Reasoning

Tian Qin, David Alvarez-Melis, Samy Jelassi, Eran Malach

机构 * Harvard University（哈佛大学） ； Kempner Institute（凯普纳研究所） ； MSR（微软研究院） 纠错

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.LG

Comments COLM 2025 Camera Ready

MHier-RAG: Multi-Modal RAG for Visual-Rich Document Question-Answering via Hierarchical and Multi-Granularity Reasoning

Ziyu Gong, Chengcheng Mai, Yihua Huang

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)

Comments Comments: Update Title, Author, Abstract, etc

Rubrics as Rewards: Reinforcement Learning Beyond Verifiable Domains

Anisha Gunjal, Anthony Wang, Elaine Lau, Vaskar Nath, Yunzhong He, Bing Liu, Sean Hendryx

专题命中 推理与问题求解 ：LLM(abstract)；post-training(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments preprint

Enhancing repository-level software repair via repository-aware knowledge graphs

Boyang Yang, Jiadong Ren, Shunfu Jin, Yang Liu, Feng Liu, Bach Le, Haoye Tian

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)

Language, Culture, and Ideology: Personalizing Offensiveness Detection in Political Tweets with Reasoning LLMs

Dzmitry Pihulski, Jan Kocoń

机构 * Department of Artificial Intelligence, Wroclaw Tech, Poland（人工智能系，沃拉布技术学院，波兰） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments To appear in the Proceedings of the IEEE International Conference on Data Mining Workshops (ICDMW)

NeSyGeo: A Neuro-Symbolic Framework for Multimodal Geometric Reasoning Data Generation

Weiming Wu, Jin Ye, Zi-kang Wang, Zhi Zhou, Yu-Feng Li, Lan-Zhe Guo

机构 * School of Intelligence Science and Technology, Nanjing University（智能科学与技术学院，南京大学） ； National Key Laboratory for Novel Software Technology, Nanjing University（新型软件技术国家实验室，南京大学） ； School of Artificial Intelligence, Nanjing University（人工智能学院，南京大学） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments 29 pages

When Names Disappear: Revealing What LLMs Actually Understand About Code

Cuong Chi Le, Minh V. T. Pham, Cuong Duc Van, Hoang N. Phan, Huy N. Phan, Tien N. Nguyen

机构 * FPT Software AI Center（FPT软件AI中心） ； Nanyang Technological University（南洋理工大学） ； University of Texas at Dallas（德克萨斯大学达拉斯分校） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.CL

RoiRL: Efficient, Self-Supervised Reasoning with Offline Iterative Reinforcement Learning

Aleksei Arzhantsev, Otmane Sakhi, Flavian Vasile

机构 * Criteo AI Lab（Criteo人工智能实验室） ； Ecole Polytechnique Paris（巴黎高等理工学院） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.LG

Comments Accepted to the Efficient Reasoning Workshop at NeuRIPS 2025

StepChain GraphRAG: Reasoning Over Knowledge Graphs for Multi-Hop Question Answering

Tengjun Ni, Xin Yuan, Shenghong Li, Kai Wu, Ren Ping Liu, Wei Ni, Wenjie Zhang

机构 * University of Technology Sydney, Australia（澳大利亚技术大学） ； Data61, CSIRO, Australia（数据61，CSIRO） ； School of Engineering, Edith Cowan University, Australia（埃迪斯·科温大学工程学院） ； University of New South Wales, Australia（新南威尔士大学） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.CL

Agentic-AI Healthcare: Multilingual, Privacy-First Framework with MCP Agents

Mohammed A. Shehab

机构 * Concordia Continuing Education（康科德继续教育） ； Concordia University（康科德大学） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.AI

Comments 6 pages, 1 figure. Submitted as a system/vision paper

L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning

Pranjal Aggarwal, Sean Welleck

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

专题命中 推理与问题求解 ：language model(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Accepted at COLM 2025

CoDA: Agentic Systems for Collaborative Data Visualization

Zichen Chen, Jiefeng Chen, Sercan Ö. Arik, Misha Sra, Tomas Pfister, Jinsung Yoon

机构 * Google Cloud AI Research（谷歌云人工智能研究） ； University of California, Santa Barbara（加州大学圣巴bara分校） 纠错

专题命中 推理与问题求解 ：LLM(abstract)；分类 cs.AI

Comments 31 pages, 6 figures, 5 tables

Taming Imperfect Process Verifiers: A Sampling Perspective on Backtracking

Dhruv Rohatgi, Abhishek Shetty, Donya Saless, Yuchen Li, Ankur Moitra, Andrej Risteski, Dylan J. Foster

专题命中 推理与问题求解 ：language model(abstract)；分类 cs.LG