语言大模型 / LLM

EasyEdit2: An Easy-to-use Steering Framework for Editing Large Language Models

Ziwen Xu, Shuxun Wang, Kewei Xu, Haoming Xu, Mengru Wang, Xinle Deng, Yunzhi Yao, Guozhou Zheng, Huajun Chen, Ningyu Zhang

机构 * Zhejiang University（浙江大学） ； Ocean Research Center of Zhoushan, Zhejiang University（舟山海洋研究中心，浙江大学） 纠错

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

Comments EMNLP 2025 System Demonstrations. Demo: https://www.youtube.com/watch?v=AkfoiPfp5rQ; code: https://github.com/zjunlp/EasyEdit

LogicTree: Structured Proof Exploration for Coherent and Rigorous Logical Reasoning with Large Language Models

Kang He, Kaushik Roy

机构 * Electrical and Computer Engineering, Purdue University（电子与计算机工程系，普渡大学） 纠错

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

Comments EMNLP 2025 Main Conference

Through the Theory of Mind's Eye: Reading Minds with Multimodal Video Large Language Models

Zhawnen Chen, Tianchun Wang, Yizhou Wang, Michal Kosinski, Xiang Zhang, Yun Fu, Sheng Li

机构 * University of Virginia（弗吉尼亚大学） ； The Pennsylvania State University（宾夕法尼亚州立大学） ； Northeastern University（东北大学） ； Stanford University（斯坦福大学） 纠错

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

Large language model-empowered next-generation computer-aided engineering

Jiachen Guo, Chanwook Park, Dong Qian, Thomas J. R. Hughes, Wing Kam Liu

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

Intelligent Reservoir Decision Support: An Integrated Framework Combining Large Language Models, Advanced Prompt Engineering, and Multimodal Data Fusion for Real-Time Petroleum Operations

Seyed Kourosh Mahjour, Seyed Saman Mahjour

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

FairCoT: Enhancing Fairness in Text-to-Image Generation via Chain of Thought Reasoning with Multimodal Large Language Models

Zahraa Al Sahili, Ioannis Patras, Matthew Purver

机构 * School of Electronic Engineering and Computer Science, Queen Mary University of London（伦敦女王学院电子工程与计算机科学学院） ； Department of Knowledge Technologies, Jožef Stefan Institute（Jožef Stefan研究所知识技术系） 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.AI、cs.LG

Comments Accepted at EMNLP 2025

A Dynamic Knowledge Update-Driven Model with Large Language Models for Fake News Detection

Di Jin, Jun Yang, Xiaobao Wang, Junwei Zhang, Shuqi Li, Dongxiao He

机构 * Tianjin Key Laboratory of Cognitive Computing and Application, College of Intelligence and Computing, Tianjin University（天津认知计算与应用重点实验室，智能与计算学院，天津大学） ； Key Laboratory of Artificial Intelligence Application Technology, Qinghai Minzu University（人工智能应用技术重点实验室，青海民族大学） ； Hangzhou Institute of Medicine, Chinese Academy of Sciences（杭州医学研究院，中国科学院） 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.CL

Another Turn, Better Output? A Turn-Wise Analysis of Iterative LLM Prompting

Shashidhar Reddy Javaji, Bhavul Gauri, Zining Zhu

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

Soft Reasoning: Navigating Solution Spaces in Large Language Models through Controlled Embedding Exploration

Qinglin Zhu, Runcong Zhao, Hanqi Yan, Yulan He, Yudong Chen, Lin Gui

机构 * King's College London, UK（伦敦国王学院） ； The Alan Turing Institute, UK（艾伦·图灵研究所） ； University of Warwick, UK（沃里克大学） 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.CL

Comments Accepted as a Spotlight at ICML 2025

Joint Effects of Argumentation Theory, Audio Modality and Data Enrichment on LLM-Based Fallacy Classification

Hongxu Zhou, Hylke Westerdijk, Khondoker Ittehadul Islam

机构 * University of Groningen（格罗宁根大学） 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)

Understanding the Uncertainty of LLM Explanations: A Perspective Based on Reasoning Topology

Longchao Da, Xiaoou Liu, Jiaxin Dai, Lu Cheng, Yaqing Wang, Hua Wei

机构 * Arizona State University（亚利桑那州立大学） ； University of Illinois Chicago（伊利诺伊大学芝加哥分校） ； Purdue University（普渡大学） 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

Comments 28 pages, 9 figures; accepted at COLM'25

Humanizing Machines: Rethinking LLM Anthropomorphism Through a Multi-Level Framework of Design

Yunze Xiao, Lynnette Hui Xian Ng, Jiarui Liu, Mona T. Diab

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 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

Comments Accepted in EMNLP main proceedings; Updated citations

Think Small, Plan Smart: Minimalist Symbolic Abstraction and Heuristic Subspace Search for LLM-Guided Task Planning

Junfeng Tang, Yuping Yan, Zihan Ye, Zhenshou, Song, Zeqi Zheng, Yaochu Jin

机构 * Zhejiang University（浙江大学） ； Westlake University（西湖大学） ； UCAS-Terminus AI Lab（UCAS-terminus人工智能实验室） ； Victoria University of Wellington（威灵顿维多利亚大学） 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.LG

Bridging Vision Language Models and Symbolic Grounding for Video Question Answering

Haodi Ma, Vyom Pathak, Daisy Zhe Wang

机构 * Univerisy of Florida（佛罗里达大学） 纠错

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

Unearthing Gems from Stones: Policy Optimization with Negative Sample Augmentation for LLM Reasoning

Zhaohui Yang, Yuxiao Ye, Shilei Jiang, Chen Hu, Linjing Li, Shihong Deng, Daxin Jiang

机构 * Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； Beijing Institute of Technology（北京理工大学） ； StepFun, China（中国StepFun） 纠错

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

Towards Understanding Visual Grounding in Visual Language Models

Georgios Pantazopoulos, Eda B. Özyiğit

机构 * The Alan Turing Institute（艾伦·图灵研究所） ； Heriot-Watt University（赫瑞-沃德大学） 纠错

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

CAC-CoT: Connector-Aware Compact Chain-of-Thought for Efficient Reasoning Data Synthesis Across Dual-System Cognitive Tasks

Sunguk Choi, Yonghoon Kwon, Heondeuk Lee

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

Comments Accepted at EMNLP 2025 findings

Trading-R1: Financial Trading with LLM Reasoning via Reinforcement Learning

Yijia Xiao, Edward Sun, Tong Chen, Fang Wu, Di Luo, Wei Wang

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

Comments Tauric Research: https://github.com/TauricResearch

Automated Creation and Enrichment Framework for Improved Invocation of Enterprise APIs as Tools

Prerna Agarwal, Himanshu Gupta, Soujanya Soni, Rohith Vallam, Renuka Sindhgatta, Sameep Mehta

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

MEPG:Multi-Expert Planning and Generation for Compositionally-Rich Image Generation

Yuan Zhao, Lin Liu

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

MultiMind: Enhancing Werewolf Agents with Multimodal Reasoning and Theory of Mind

Zheng Zhang, Nuoqian Xiao, Qi Chai, Deheng Ye, Hao Wang

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） ； Tencent（腾讯） 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.AI

Comments Accepted by ACMMM 2025

Navigating the Labyrinth: Evaluating LLMs' Ability to Reason About Search Problems

Nasim Borazjanizadeh, Roei Herzig, Trevor Darrell, Rogerio Feris, Leonid Karlinsky

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

MAC-Tuning: LLM Multi-Compositional Problem Reasoning with Enhanced Knowledge Boundary Awareness

Junsheng Huang, Zhitao He, Yucheng Huang, Sandeep Polisetty, Qingyun Wang, Yi. R Fung

机构 * Hong Kong University of Science and Technology（香港科技大学） ； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； UMass Amherst（马萨诸塞大学阿姆赫斯特分校） ； William & Mary（威廉与玛丽学院） 纠错

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

Comments We release our code and resource at https://github.com/no-touch-fish/Multi-QA-Tuning. The paper is accepted into EMNLP 2025 main

STASE: A spatialized text-to-audio synthesis engine for music generation

Tutti Chi, Letian Gao, Yixiao Zhang

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

Comments Accepted to LLM4Music @ ISMIR 2025

Igniting VLMs toward the Embodied Space

Andy Zhai, Brae Liu, Bruno Fang, Chalse Cai, Ellie Ma, Ethan Yin, Hao Wang, Hugo Zhou, James Wang, Lights Shi, Lucy Liang, Make Wang, Qian Wang, Roy Gan, Ryan Yu, Shalfun Li, Starrick Liu, Sylas Chen, Vincent Chen, Zach Xu

机构 * X SQUARE ROBOT 纠错

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

A learning-driven automatic planning framework for proton PBS treatments of H&N cancers

Qingqing Wang, Liqiang Xiao, Chang Chang

机构 * Department of Radiation Medicine and Applied Sciences, University of California at San Diego（放射医学与应用科学系，加州大学圣地亚哥分校） ； Amazon Inc.（亚马逊公司） ； California Protons Cancer Therapy Center（加利福尼亚质子癌症治疗中心） 纠错

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

Comments 27 pages, 4 figures

Formal Reasoning for Intelligent QA Systems: A Case Study in the Educational Domain

Tuan Bui, An Nguyen, Phat Thai, Minh Hua, Ngan Pham L. N., Ngan Pham T. B., Dung Le, Long Nguyen, Thanh-Tung Tran, Thang Bui, Tho Quan

机构 * Ho Chi Minh City University of Technology (HCMUT) - VNU-HCM（胡志明市技术大学（HCMUT）- VNU-HCM） ； International University - VNU-HCM（国际大学 - VNU-HCM） 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 Published at the 2nd ACM Workshop in AI-powered Question & Answering Systems (AIQAM '25), co-located with ACM Multimedia 2025

Journal ref Proceedings of the 2nd ACM Workshop in AI-powered Question and Answering Systems (AIQAM '25), October 27-28, 2025, Dublin, Ireland

RISE: Enhancing VLM Image Annotation with Self-Supervised Reasoning

Suhang Hu, Wei Hu, Yuhang Su, Fan Zhang

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

Free-MAD: Consensus-Free Multi-Agent Debate

Yu Cui, Hang Fu, Haibin Zhang, Licheng Wang, Cong Zuo

机构 * Beijing Institute of Technology（北京理工大学） ； Yangtze Delta Region Institute of Tsinghua University（清华大学 Yangtze Delta 区研究院） 纠错

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

TORSO: Template-Oriented Reasoning Towards General Tasks

Minhyuk Kim, Seungyoon Lee, Heuiseok Lim

机构 * Korea University, Republic of Korea（韩国大学） 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 Accepted to EMNLP 2025 Main Conference