语言大模型 / LLM - arXivDaily 专题

2508.13732 2025-08-28 cs.MA 85%

Self-Organizing Agent Network for LLM-based Workflow Automation

Yiming Xiong, Jian Wang, Bing Li, Yuhan Zhu, Yuqi Zhao

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

2508.14879 2025-08-25 cs.GR cs.CV 85%

MeshCoder: LLM-Powered Structured Mesh Code Generation from Point Clouds

Bingquan Dai, Li Ray Luo, Qihong Tang, Jie Wang, Xinyu Lian, Hao Xu, Minghan Qin, Xudong Xu, Bo Dai, Haoqian Wang, Zhaoyang Lyu, Jiangmiao Pang

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室）； Tsinghua University（清华大学）； Harbin Institute of Technology（哈尔滨工业大学）； Beijing Institute of Technology（北京理工大学）； AI Thrust, HKUST(GZ)（AI thrust, 香港科技大学（广州））

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

2508.15146 2025-08-22 cs.HC 85%

QueryGenie: Making LLM-Based Database Querying Transparent and Controllable

Longfei Chen, Shenghan Gao, Shiwei Wang, Ken Lin, Yun Wang, Quan Li

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

Comments Accepted by The 38th Annual ACM Symposium on User Interface Software and Technology (UIST Adjunct '25), September 28-October 1, 2025, Busan, Republic of Korea

2508.07935 2025-08-12 cs.SE 85%

SHIELDA: Structured Handling of Exceptions in LLM-Driven Agentic Workflows

Jingwen Zhou, Jieshan Chen, Qinghua Lu, Dehai Zhao, Liming Zhu

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

2310.05853 2025-08-08 cs.HC 85%

"Mango Mango, How to Let The Lettuce Dry Without A Spinner?": Exploring User Perceptions of Using An LLM-Based Conversational Assistant Toward Cooking Partner

Szeyi Chan, Jiachen Li, Bingsheng Yao, Amama Mahmood, Chien-Ming Huang, Holly Jimison, Elizabeth D Mynatt, Dakuo Wang

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

Comments To appear at CSCW 2025

2508.00198 2025-08-05 cs.SE 85%

Testing the Untestable? An Empirical Study on the Testing Process of LLM-Powered Software Systems

Cleyton Magalhaes, Italo Santos, Brody Stuart-Verner, Ronnie de Souza Santos

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

2506.15790 2025-07-31 cs.CR cs.SE 85%

ETrace:Event-Driven Vulnerability Detection in Smart Contracts via LLM-Based Trace Analysis

Chenyang Peng, Haijun Wang, Yin Wu, Hao Wu, Ming Fan, Yitao Zhao, Ting Liu

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

Comments 4 pages, 1 figure. To appear in Proceedings of the 16th Asia-Pacific Symposium on Internetware (Internetware 2025), ACM ICPS. DOI: https://doi.org/10.1145/3755881.3755934

2507.21778 2025-07-30 cs.CV 85%

AU-LLM: Micro-Expression Action Unit Detection via Enhanced LLM-Based Feature Fusion

Zhishu Liu, Kaishen Yuan, Bo Zhao, Yong Xu, Zitong Yu

机构 * Great Bay University（大湾大学）； Harbin Institute of Technology , Shenzhen（哈尔滨工业大学（深圳））

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

2507.20870 2025-07-29 cs.RO 85%

A Human-in-the-loop Approach to Robot Action Replanning through LLM Common-Sense Reasoning

Elena Merlo, Marta Lagomarsino, Arash Ajoudani

机构 * Human-Robot Interfaces and Interaction (HRII) Laboratory, Istituto Italiano di Tecnologia（人机交互（HRII）实验室，意大利技术研究院）； Dept. of Informatics, Bioengineering, Robotics, and Systems Engineering, University of Genoa（信息学、生物工程、机器人学和系统工程系，热那亚大学）

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

2506.11150 2025-07-29 eess.IV cs.CV 85%

ADAgent: LLM Agent for Alzheimer's Disease Analysis with Collaborative Coordinator

Wenlong Hou, Guangqian Yang, Ye Du, Yeung Lau, Lihao Liu, Junjun He, Ling Long, Shujun Wang

机构 * 1 Department of Biomedical Engineering, The Hong Kong Polytechnic University, Hong Kong SAR, China 2 Amazon, USA 3 Shanghai Artificial Intelligence Laboratory, China 4 Department of Geriatrics, Third Affiliated Hospital of Sun Yat-sen University, China 5 Research Institute for Smart Ageing, The Hong Kong Polytechnic University, Hong Kong SAR, China

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

2507.16841 2025-07-24 cs.RO 85%

AquaChat: An LLM-Guided ROV Framework for Adaptive Inspection of Aquaculture Net Pens

Waseem Akram, Muhayy Ud Din, Abdelhaleem Saad, Irfan Hussain

机构 * Khalifa University Center for Autonomous Robotic Systems (KUCARS), Khalifa University, United Arab Emirates（卡里法大学自主机器人系统中心（KUCARS）、卡里法大学、阿拉伯联合酋长国）

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

2411.10440 2025-07-22 cs.CV 85%

LLaVA-CoT: Let Vision Language Models Reason Step-by-Step

Guowei Xu, Peng Jin, Ziang Wu, Hao Li, Yibing Song, Lichao Sun, Li Yuan

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

Comments 17 pages, ICCV 2025

2502.00691 2025-07-21 cs.AI cs.CL cs.LG 85%

To Code or not to Code? Adaptive Tool Integration for Math Language Models via Expectation-Maximization

Haozhe Wang, Long Li, Chao Qu, Fengming Zhu, Weidi Xu, Wei Chu, Fangzhen Lin

机构 * Hong Kong University of Science and Technology（香港科技大学）； INFLY Tech（INFLY科技）

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

Comments Accepted to ACL 2025

2507.10087 2025-07-15 cs.RO 85%

Foundation Model Driven Robotics: A Comprehensive Review

Muhammad Tayyab Khan, Ammar Waheed

机构 * School of Mechanical and Aerospace Engineering, Nanyang Technological University（南洋理工大学机械与航空航天工程学院）； J. Mike Walker ’66 Department of Mechanical Engineering, Texas A&M University（德克萨斯农工大学J. Mike Walker ’66机械工程系）

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

2411.06877 2025-07-15 cs.IR 85%

LLM-Assisted Relevance Assessments: When Should We Ask LLMs for Help?

Rikiya Takehi, Ellen M. Voorhees, Tetsuya Sakai, Ian Soboroff

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

Comments 11 pages. Accepted at SIGIR 2025 (48th International ACM SIGIR Conference on Research and Development in Information Retrieval)

2507.06719 2025-07-10 cs.CV cs.RO 85%

A Neural Representation Framework with LLM-Driven Spatial Reasoning for Open-Vocabulary 3D Visual Grounding

Zhenyang Liu, Sixiao Zheng, Siyu Chen, Cairong Zhao, Longfei Liang, Xiangyang Xue, Yanwei Fu

机构 * Fudan University, Shanghai Innovation Institute（复旦大学）； Zhejiang University（浙江大学）； Tongji University（同济大学）； NeuHelium Co., Ltd（NeuHelium公司）； Fudan University（复旦大学）

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

2506.17944 2025-06-30 cs.CV 85%

SegChange-R1: LLM-Augmented Remote Sensing Change Detection

Fei Zhou

机构 * Neusoft Institute Guangdong, China（广东新soft研究院）； Airace Technology Co.,Ltd., China（Airace技术有限公司）

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

2506.18293 2025-06-24 eess.SP 85%

LLM-Integrated Digital Twins for Hierarchical Resource Allocation in 6G Networks

Majumder Haider, Imtiaz Ahmed, Zoheb Hassan, Kamrul Hasan, H. Vincent Poor

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

2506.18237 2025-06-24 cs.LG cs.AI cs.CL 85%

AdapThink: Adaptive Thinking Preferences for Reasoning Language Model

Xu Wan, Wei Wang, Wenyue Xu, Wotao Yin, Jie Song, Mingyang Sun

机构 * Zhejiang University（浙江大学）； Alibaba DAMO Academy（阿里巴巴 DAMO 院）； Tongji University（同济大学）； Peking University（北京大学）

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

2411.05651 2025-06-24 cs.HC 85%

LightVA: Lightweight Visual Analytics with LLM Agent-Based Task Planning and Execution

Yuheng Zhao, Junjie Wang, Linbin Xiang, Xiaowen Zhang, Zifei Guo, Cagatay Turkay, Yu Zhang, Siming Chen

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

Journal ref IEEE Transactions on Visualization and Computer Graphics 2024

2410.03997 2025-06-19 cs.MA 85%

YOLO-MARL: You Only LLM Once for Multi-Agent Reinforcement Learning

Yuan Zhuang, Yi Shen, Zhili Zhang, Yuxiao Chen, Fei Miao

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

Comments accepted to International Conference on Intelligent Robots and Systems (IROS2025)

2409.10444 2025-06-19 cs.RO 85%

LLM-as-BT-Planner: Leveraging LLMs for Behavior Tree Generation in Robot Task Planning

Jicong Ao, Fan Wu, Yansong Wu, Abdalla Swikir, Sami Haddadin

机构 * Munich Institute of Robotics and Machine Intelligence (MIRMI)（慕尼黑机器人与机器智能研究所）； Technical University of Munich（慕尼黑技术大学）； Mohamed Bin Zayed University of Artificial Intelligence（穆罕默德·本·扎耶德人工智能大学）

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

Comments 7 pages. presented in ICRA 2025

2506.13284 2025-06-17 cs.CL cs.AI cs.LG 85%

AceReason-Nemotron 1.1: Advancing Math and Code Reasoning through SFT and RL Synergy

Zihan Liu, Zhuolin Yang, Yang Chen, Chankyu Lee, Mohammad Shoeybi, Bryan Catanzaro, Wei Ping

机构 * NVIDIA

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

Comments The AceReason-Nemotron collection: https://huggingface.co/collections/nvidia/acereason-682f4e1261dc22f697fd1485

2506.12083 2025-06-17 cs.SD cs.MA eess.AS 85%

TuneGenie: Reasoning-based LLM agents for preferential music generation

Amitesh Pandey, Jafarbek Arifdjanov, Ansh Tiwari

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

Comments 15 pages

2506.10525 2025-06-13 cs.SE 85%

AdaptiveLLM: A Framework for Selecting Optimal Cost-Efficient LLM for Code-Generation Based on CoT Length

Junhang Cheng, Fang Liu, Chengru Wu, Li Zhang

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

Comments Accepted by Internetware 2025

2506.10406 2025-06-13 cs.CL cs.AI cs.LG 85%

PAG: Multi-Turn Reinforced LLM Self-Correction with Policy as Generative Verifier

Yuhua Jiang, Yuwen Xiong, Yufeng Yuan, Chao Xin, Wenyuan Xu, Yu Yue, Qianchuan Zhao, Lin Yan

机构 * Tsinghua University（清华大学）

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

2403.16998 2025-06-12 cs.CV 85%

Understanding Long Videos with Multimodal Language Models

Kanchana Ranasinghe, Xiang Li, Kumara Kahatapitiya, Michael S. Ryoo

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

Comments 17 pages (main paper), 7 pages appendix. ICLR 2025 conference paper

2407.08792 2025-06-12 cs.CR 85%

ProxyGPT: Enabling User Anonymity in LLM Chatbots via (Un)Trustworthy Volunteer Proxies

Dzung Pham, Jade Sheffey, Chau Minh Pham, Amir Houmansadr

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

2504.05258 2025-06-02 cs.LG cs.AI cs.CL 85%

Learning to Reason Over Time: Timeline Self-Reflection for Improved Temporal Reasoning in Language Models

Adrián Bazaga, Rexhina Blloshmi, Bill Byrne, Adrià de Gispert

机构 * University of Cambridge（剑桥大学）； Amazon AGI（亚马逊人工智能研究院）

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

Comments ACL 2025 (Main)

2505.20236 2025-05-27 cs.CV 85%

Seeing is Believing, but How Much? A Comprehensive Analysis of Verbalized Calibration in Vision-Language Models

Weihao Xuan, Qingcheng Zeng, Heli Qi, Junjue Wang, Naoto Yokoya

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

1. 推理与问题求解 18936 篇

Self-Organizing Agent Network for LLM-based Workflow Automation

MeshCoder: LLM-Powered Structured Mesh Code Generation from Point Clouds

QueryGenie: Making LLM-Based Database Querying Transparent and Controllable

SHIELDA: Structured Handling of Exceptions in LLM-Driven Agentic Workflows

"Mango Mango, How to Let The Lettuce Dry Without A Spinner?": Exploring User Perceptions of Using An LLM-Based Conversational Assistant Toward Cooking Partner

Testing the Untestable? An Empirical Study on the Testing Process of LLM-Powered Software Systems

ETrace:Event-Driven Vulnerability Detection in Smart Contracts via LLM-Based Trace Analysis

AU-LLM: Micro-Expression Action Unit Detection via Enhanced LLM-Based Feature Fusion

A Human-in-the-loop Approach to Robot Action Replanning through LLM Common-Sense Reasoning

ADAgent: LLM Agent for Alzheimer's Disease Analysis with Collaborative Coordinator

AquaChat: An LLM-Guided ROV Framework for Adaptive Inspection of Aquaculture Net Pens

LLaVA-CoT: Let Vision Language Models Reason Step-by-Step

To Code or not to Code? Adaptive Tool Integration for Math Language Models via Expectation-Maximization

Foundation Model Driven Robotics: A Comprehensive Review

LLM-Assisted Relevance Assessments: When Should We Ask LLMs for Help?

A Neural Representation Framework with LLM-Driven Spatial Reasoning for Open-Vocabulary 3D Visual Grounding

SegChange-R1: LLM-Augmented Remote Sensing Change Detection

LLM-Integrated Digital Twins for Hierarchical Resource Allocation in 6G Networks

AdapThink: Adaptive Thinking Preferences for Reasoning Language Model

LightVA: Lightweight Visual Analytics with LLM Agent-Based Task Planning and Execution

YOLO-MARL: You Only LLM Once for Multi-Agent Reinforcement Learning

LLM-as-BT-Planner: Leveraging LLMs for Behavior Tree Generation in Robot Task Planning

AceReason-Nemotron 1.1: Advancing Math and Code Reasoning through SFT and RL Synergy

TuneGenie: Reasoning-based LLM agents for preferential music generation

AdaptiveLLM: A Framework for Selecting Optimal Cost-Efficient LLM for Code-Generation Based on CoT Length

PAG: Multi-Turn Reinforced LLM Self-Correction with Policy as Generative Verifier

Understanding Long Videos with Multimodal Language Models

ProxyGPT: Enabling User Anonymity in LLM Chatbots via (Un)Trustworthy Volunteer Proxies

Learning to Reason Over Time: Timeline Self-Reflection for Improved Temporal Reasoning in Language Models

Seeing is Believing, but How Much? A Comprehensive Analysis of Verbalized Calibration in Vision-Language Models