语言大模型 / LLM

SCRA-VQA: Summarized Caption-Rerank for Augmented Large Language Models in Visual Question Answering

Yan Zhang, Jiaqing Lin, Miao Zhang, Kui Xiao, Xiaoju Hou, Yue Zhao, Zhifei Li

机构 * School of Computer Science, Hubei University, Wuhan, China（湖北大学计算机学院） ； Hubei Key Laboratory of Big Data Intelligent Analysis and Application (Hubei University)（湖北大数据智能分析与应用重点实验室） ； Key Laboratory of Intelligent Sensing System and Security (Hubei University)（智能传感系统与安全重点实验室） ； Institute of Vocational Education, Guangdong Industry Polytechnic University（广东行业职业大学职业教育学院） ； Shandong Police College（山东警察学院） 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

Comments ACCEPTED as a FULL PAPER for the Research Track at International Conference on Database Systems for Advanced Applications 2025

Reverse Engineering User Stories from Code using Large Language Models

Mohamed Ouf, Haoyu Li, Michael Zhang, Mariam Guizani

机构 * Queen's University（皇后大学） 纠错

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

GRIL: Knowledge Graph Retrieval-Integrated Learning with Large Language Models

Jialin Chen, Houyu Zhang, Seongjun Yun, Alejandro Mottini, Rex Ying, Xiang Song, Vassilis N. Ioannidis, Zheng Li, Qingjun Cui

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.LG

MicroRCA-Agent: Microservice Root Cause Analysis Method Based on Large Language Model Agents

Pan Tang, Shixiang Tang, Huanqi Pu, Zhiqing Miao, Zhixing Wang

机构 * School of Communication and Information Engineering, Shanghai University, Shanghai, China（上海大学通信与信息工程学院） ； School of Communication and Electronic Engineering, East China Normal University, Shanghai, China（华东师范大学通信与电子工程学院） ； School of Information and Electronics, Beijing Institute of Technology, Beijing, China（北京理工大学信息与电子学院） 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

Comments 18 pages, 22 figures

HydraRAG: Structured Cross-Source Enhanced Large Language Model Reasoning

Xingyu Tan, Xiaoyang Wang, Qing Liu, Xiwei Xu, Xin Yuan, Liming Zhu, Wenjie Zhang

机构 * University of New South Wales（新南威尔士大学） ； Data61, CSIRO（Data61，CSIRO） 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

Comments Accepted by EMNLP2025 (Main Conference)

Towards Interactive and Learnable Cooperative Driving Automation: a Large Language Model-Driven Decision-Making Framework

Shiyu Fang, Jiaqi Liu, Mingyu Ding, Yiming Cui, Chen Lv, Peng Hang, Jian Sun

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

CARGO: A Framework for Confidence-Aware Routing of Large Language Models

Amine Barrak, Yosr Fourati, Michael Olchawa, Emna Ksontini, Khalil Zoghlami

机构 * Department of Computer Science and Engineering, Oakland University（计算机科学与工程系，奥克兰大学） ； University of North Carolina Wilmington（北卡罗来纳大学 Wilmington分校） ； Mediterranean Institute of Technology (MEDTECH)（地中海技术研究所（MEDTECH）） 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.LG

Journal ref 35th IEEE International Conference on Collaborative Advances in Software and Computing 2025

Conformal Temporal Logic Planning using Large Language Models

Jun Wang, Jiaming Tong, Kaiyuan Tan, Yevgeniy Vorobeychik, Yiannis Kantaros

机构 * Washington University in St Louis（华盛顿大学圣路易斯分校） ； University of Zurich（苏黎世大学） ； Vanderbilt University（范德比尔特大学） 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

Comments accepted by ACM Transactions on Cyber-Physical Systems

Large Language Models Imitate Logical Reasoning, but at what Cost?

Lachlan McGinness, Peter Baumgartner

机构 * Australian National University（澳大利亚国立大学） ； Data61|CSIRO 纠错

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

Comments This work has been accepted as a main track paper for publication in the proceedings of the Australasian Joint Conference on Artificial Intelligence 2025 held in Canberra, Australia

Worst-Case Symbolic Constraints Analysis and Generalisation with Large Language Models

Daniel Koh, Yannic Noller, Corina S. Pasareanu, Adrians Skapars, Youcheng Sun

机构 * Mohamed bin Zayed University of Artificial Intelligence（莫扎德·本·扎耶德人工智能大学） ； Carnegie Mellon University（卡内基梅隆大学） ； University of Manchester（曼彻斯特大学） 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

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

Thinking with Many Minds: Using Large Language Models for Multi-Perspective Problem-Solving

Sanghyun Park, Boris Maciejovsky, Phanish Puranam

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

Comments 36 pages, 1 appendix

Error Classification of Large Language Models on Math Word Problems: A Dynamically Adaptive Framework

Yuhong Sun, Zhangyue Yin, Xuanjing Huang, Xipeng Qiu, Hui Zhao

机构 * Software Engineering Institute, East China Normal University（东华师范大学软件工程研究院） ； School of Computer Science and Artificial Intelligence, Fudan University（复旦大学计算机科学与人工智能学院） ； Shanghai Key Laboratory of Trustworthy Computing, Shanghai, China（上海可信计算关键实验室） 纠错

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

Comments 28 pages, 10 figures, accepted by Findings of EMNLP2025

Large Language Models with Temporal Reasoning for Longitudinal Clinical Summarization and Prediction

Maya Kruse, Shiyue Hu, Nicholas Derby, Yifu Wu, Samantha Stonbraker, Bingsheng Yao, Dakuo Wang, Elizabeth Goldberg, Yanjun Gao

机构 * University of Colorado Anschutz Medical Campus（科罗拉多大学安舒茨医学校园） ； University of Colorado Boulder（科罗拉多大学波德分校） ； 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)；prompting(abstract)；分类 cs.CL

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

Comments CIKM 2025

Complex System Diagnostics Using a Knowledge Graph-Informed and Large Language Model-Enhanced Framework

Saman Marandi, Yu-Shu Hu, Mohammad Modarres

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 22 Pages, 11 Figures

Consensus Is All You Need: Gossip-Based Reasoning Among Large Language Models

Saksham Arora

机构 * Sunnyvale, California（加州松林市） 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

Comments 4 pages, 5 figures

Neural Algorithmic Reasoners informed Large Language Model for Multi-Agent Path Finding

Pu Feng, Size Wang, Yuhong Cao, Junkang Liang, Rongye Shi, Wenjun Wu

机构 * 1State Key Laboratory of Complex \& Critical Software Environment, Beihang University, Beijing, China ； 2School of Artificial Intelligence, Beihang University, Beijing, China ； 3Hangzhou International Innovation Institute, Hangzhou, China ； 4Department of Mechanical Engineering, National University of Singapore, Singapore 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

Comments Accepted by IJCNN 2025

Self-Correcting Code Generation Using Small Language Models

Jeonghun Cho, Deokhyung Kang, Hyounghun Kim, Gary Geunbae Lee

机构 * Graduate School of Artificial Intelligence, POSTECH（人工智能研究生院，POSTECH） ； Department of Computer Science and Engineering, POSTECH（计算机科学与工程系，POSTECH） 纠错

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

Comments Accepted at EMNLP 2025 (Findings, long paper)

DecisionFlow: Advancing Large Language Model as Principled Decision Maker

Xiusi Chen, Shanyong Wang, Cheng Qian, Hongru Wang, Peixuan Han, Heng Ji

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

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

Comments EMNLP 2025 Findings; 25 pages, 15 figures

MALMM: Multi-Agent Large Language Models for Zero-Shot Robotics Manipulation

Harsh Singh, Rocktim Jyoti Das, Mingfei Han, Preslav Nakov, Ivan Laptev

机构 * Mohamed bin Zayed University of Artificial Intelligence（穆罕默德·本·扎耶德人工智能大学） 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

Comments 48 pages

SensorLLM: Aligning Large Language Models with Motion Sensors for Human Activity Recognition

Zechen Li, Shohreh Deldari, Linyao Chen, Hao Xue, Flora D. Salim

机构 * University of New South Wales（新南威尔士大学） ； University of Tokyo（东京大学） 纠错

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

Comments Accepted by EMNLP 2025 Main Conference

Unbiased Reasoning for Knowledge-Intensive Tasks in Large Language Models via Conditional Front-Door Adjustment

Bo Zhao, Yinghao Zhang, Ziqi Xu, Yongli Ren, Xiuzhen Zhang, Renqiang Luo, Zaiwen Feng, Feng Xia

机构 * Huazhong Agricultural University（华中农业大学） ； RMIT University（皇家墨尔本理工大学） ； Jilin University（吉林大学） 纠错

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

Comments This paper has been accepted to the 34th ACM International Conference on Information and Knowledge Management (CIKM 2025), Full Research Paper

DeepThink3D: Enhancing Large Language Models with Programmatic Reasoning in Complex 3D Situated Reasoning Tasks

Jiayi Song, Rui Wan, Lipeng Ma, Weidong Yang, Qingyuan Zhou, Yixuan Li, Ben Fei

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

Grounded-VideoLLM: Sharpening Fine-grained Temporal Grounding in Video Large Language Models

Haibo Wang, Zhiyang Xu, Yu Cheng, Shizhe Diao, Yufan Zhou, Yixin Cao, Qifan Wang, Weifeng Ge, Lifu Huang

机构 * University of California, Davis（加州大学戴维斯分校） ； Virginia Tech（弗吉尼亚理工大学） ； The Chinese University of Hong Kong（香港中文大学） ； NVIDIA ； Adobe Research（Adobe研究） ； Fudan University（复旦大学） ； Meta AI 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

Comments Accepted by EMNLP 2025 Findings

GTool: Graph Enhanced Tool Planning with Large Language Model

Wenjie Chen, Wenbin Li, Di Yao, Xuying Meng, Chang Gong, Jingping Bi

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 16 pages, 9 figures

Leveraging Large Language Models for Predictive Analysis of Human Misery

Bishanka Seal, Rahul Seetharaman, Aman Bansal, Abhilash Nandy

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

Comments 14 pages, 4 tables

AirTrafficGen: Configurable Air Traffic Scenario Generation with Large Language Models

Dewi Sid William Gould, George De Ath, Ben Carvell, Nick Pepper

机构 * The Alan Turing Institute（阿尔ัน图灵研究院） ； NATS ； University of Exeter（埃克塞特大学） 纠错

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

Comments 9 pages and appendices

Mathematical Computation and Reasoning Errors by Large Language Models

Liang Zhang, Edith Aurora Graf

机构 * Institute for Intelligent Systems（智能系统研究所） ； University of Memphis（密苏里大学） ； AI4STEM Education Center（AI4STEM教育中心） ； University of Georgia（佐治亚大学） ； Educational Testing Service（教育测量服务） 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

First Ask Then Answer: A Framework Design for AI Dialogue Based on Supplementary Questioning with Large Language Models

Chuanruo Fu, Yuncheng Du

机构 * Beijing Information Science and Technology University（北京信息科技大学） 纠错

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