语言大模型 / LLM

2508.12170 2025-08-19 cs.RO 50%

Energy Efficiency in Robotics Software: A Systematic Literature Review (2020-2024)

Aryan Gupta

专题命中效率与部署：LLM(abstract)

2505.14414 2025-08-19 cs.CV 50%

Diving into the Fusion of Monocular Priors for Generalized Stereo Matching

Chengtang Yao, Lidong Yu, Zhidan Liu, Jiaxi Zeng, Yuwei Wu, Yunde Jia

机构 * Beijing Key Laboratory of Intelligent Information Technology, School of Computer Science & Technology, Beijing Institute of Technology, China（北京智能信息科技重点实验室，计算机科学与技术学院，北京理工大学，中国）； Guangdong Laboratory of Machine Perception and Intelligent Computing, Shenzhen MSU-BIT University, China（广东机器感知与智能计算实验室，深圳MSU-BIT大学，中国）； NVIDIA

专题命中效率与部署：foundation model(abstract)

Comments Code: https://github.com/YaoChengTang/Diving-into-the-Fusion-of-Monocular-Priors-for-Generalized-Stereo-Matching

Journal ref ICCV 2025 Oral

2508.11873 2025-08-19 cs.CY cs.AI cs.HC cs.MM 89%

SimInterview: Transforming Business Education through Large Language Model-Based Simulated Multilingual Interview Training System

Truong Thanh Hung Nguyen, Tran Diem Quynh Nguyen, Hoang Loc Cao, Thi Cam Thanh Tran, Thi Cam Mai Truong, Hung Cao

机构 * Analytics Everywhere Lab, University of New Brunswick, Canada（新不伦瑞克大学分析 everywhere 实验室）； University of Foreign Language Studies, University of Danang, Vietnam（越南丹绒大学外语学院）； Faculty of Information Technology, University of Science, VNU-HCM, Vietnam（越南胡志明市大学信息科技学院）； Faculty of Economics and Accounting, Quy Nhon University, Vietnam（越南奎隆大学经济与会计学院）； Faculty of Natural Sciences, Quy Nhon University, Vietnam（越南奎隆大学自然科学学院）

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Comments Published as a conference paper at ICEFM 2025

2508.11784 2025-08-19 cs.IR cs.LG 89%

Ontology-Guided Query Expansion for Biomedical Document Retrieval using Large Language Models

Zabir Al Nazi, Vagelis Hristidis, Aaron Lawson McLean, Jannat Ara Meem, Md Taukir Azam Chowdhury

机构 * University of California Riverside（加州大学河滨分校）； Friedrich Schiller University Jena（施莱尔大学耶拿分校）

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.LG

2505.15747 2025-08-19 cs.LG cs.AI 88%

Multi-modal Integration Analysis of Alzheimer's Disease Using Large Language Models and Knowledge Graphs

Kanan Kiguchi, Yunhao Tu, Katsuhiro Ajito, Fady Alnajjar, Kazuyuki Murase

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI、cs.LG

Comments 38 pages, 8 figures, 4 tables

2508.11698 2025-08-19 cs.CY 88%

Large Language Models in the Data Science Lifecycle: A Systematic Mapping Study

Sai Sanjna Chintakunta, Nathalia Nascimento, Everton Guimaraes

专题命中领域大模型：large language model(title,abstract)；language model(title,abstract)

Comments 20 pages Submitted (under review)

2508.11894 2025-08-19 cs.AI 85%

QuarkMed Medical Foundation Model Technical Report

Ao Li, Bin Yan, Bingfeng Cai, Chenxi Li, Cunzhong Zhao, Fugen Yao, Gaoqiang Liu, Guanjun Jiang, Jian Xu, Liang Dong, Liansheng Sun, Rongshen Zhang, Xiaolei Gui, Xin Liu, Xin Shang, Yao Wu, Yu Cao, Zhenxin Ma, Zhuang Jia

机构 * Quark Medical Team, Alibaba Group（阿里集团量子医疗团队）

专题命中领域大模型：foundation model(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments 20 pages

2508.11816 2025-08-19 cs.CL 85%

LLM-Guided Planning and Summary-Based Scientific Text Simplification: DS@GT at CLEF 2025 SimpleText

Krishna Chaitanya Marturi, Heba H. Elwazzan

机构 * Georgia Institute of Technology（佐治亚理工学院）

专题命中领域大模型：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

Comments Text Simplification, hallucination detection, LLMs, CLEF 2025, SimpleText, CEUR-WS

2508.11717 2025-08-19 cs.SE 85%

WIP: Leveraging LLMs for Enforcing Design Principles in Student Code: Analysis of Prompting Strategies and RAG

Dhruv Kolhatkar, Soubhagya Akkena, Edward F. Gehringer

专题命中领域大模型：prompting(title,abstract)；large language model(abstract)；language model(abstract)

Comments Accepted for presentation at the Frontiers in Education Conference, Nashville, Tennessee, USA, 2-5 November 2025

2508.11671 2025-08-19 cs.IR cs.AI cs.LG cs.MA 84%

LLM-Based Intelligent Agents for Music Recommendation: A Comparison with Classical Content-Based Filtering

Ronald Carvalho Boadana, Ademir Guimarães da Costa Junior, Ricardo Rios, Fábio Santos da Silva

专题命中领域大模型：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

Comments 12 pages, in Portuguese language, 2 figures, 5 tables, 3 formulas. To be published in the Proceedings of the Encontro Nacional de Inteligência Artificial e Computacional (ENIAC 2025)

2311.01301 2025-08-19 cs.LG cs.AI stat.ME 81%

TRIALSCOPE: A Unifying Causal Framework for Scaling Real-World Evidence Generation with Biomedical Language Models

Javier González, Risa Ueno, Cliff Wong, Zelalem Gero, Jass Bagga, Isabel Chien, Eduard Oravkin, Emre Kiciman, Aditya Nori, Roshanthi Weerasinghe, Rom S. Leidner, Brian Piening, Tristan Naumann, Carlo Bifulco, Hoifung Poon

机构 * Microsoft（微软公司）； University of Cambridge（剑桥大学）； University of Oxford（牛津大学）； Providence Genomics（普罗维登斯基因组学）

专题命中领域大模型：language model(title,abstract)；分类 cs.AI、cs.LG

Comments 4 figures, 1 table

2505.13757 2025-08-19 cs.IR cs.CL 79%

CoRank: LLM-Based Compact Reranking with Document Features for Scientific Retrieval

Runchu Tian, Xueqiang Xu, Bowen Jin, SeongKu Kang, Jiawei Han

机构 * University of Illinois \ -Champaign Urbana United States ； Korea University Seoul South Korea ； University of Illinois \ -Champaign ； Korea University

专题命中领域大模型：LLM(title,abstract)；分类 cs.CL

Comments 12 pages, 5 figures

2505.14978 2025-08-19 cs.SE cs.AI cs.LG 79%

JARVIS: A Multi-Agent Code Assistant for High-Quality EDA Script Generation

Ghasem Pasandi, Kishor Kunal, Varun Tej, Kunjal Shah, Hanfei Sun, Sumit Jain, Chunhui Li, Chenhui Deng, Teodor-Dumitru Ene, Haoxing Ren, Sreedhar Pratty

机构 * Nvidia Corp.（英伟达公司）

专题命中领域大模型：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

2508.12861 2025-08-19 cs.CV 78%

Cross-Domain Few-Shot Learning via Multi-View Collaborative Optimization with Vision-Language Models

Dexia Chen, Wentao Zhang, Qianjie Zhu, Ping Hu, Weibing Li, Tong Zhang, Ruixuan Wang

专题命中领域大模型：language model(title,abstract)

2508.11823 2025-08-19 cs.CL 77%

Hallucination Detection and Mitigation in Scientific Text Simplification using Ensemble Approaches: DS@GT at CLEF 2025 SimpleText

Krishna Chaitanya Marturi, Heba H. Elwazzan

机构 * Georgia Institute of Technology（佐治亚理工学院）

专题命中领域大模型：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

Comments Text Simplification, hallucination detection, LLMs, CLEF 2025, SimpleText, CEUR-WS

2508.11738 2025-08-19 cs.CY cs.AI cs.CV 77%

Artificial Intelligence in Rural Healthcare Delivery: Bridging Gaps and Enhancing Equity through Innovation

Kiruthika Balakrishnan, Durgadevi Velusamy, Hana E. Hinkle, Zhi Li, Karthikeyan Ramasamy, Hikmat Khan, Srini Ramaswamy, Pir Masoom Shah

机构 * University of Illinois College of Medicine Rockford（伊利诺伊大学罗克福德医学院）； National Center for Rural Health Professions（农村健康专业中心）； Sri Sivasubramaniya Nadar College of Engineering（塞维萨布拉曼尼亚那德尔工程学院）； M. Kumarasamy College of Engineering（M. Kumarasamy 工程学院）； The Ohio State University Wexner Medical Center（俄亥俄州立大学韦克斯纳医疗中心）； iWorks Corporation（iWorks 公司）； Central South University（中南大学）； Bacha Khan University（巴哈汗大学）

专题命中领域大模型：large language model(abstract)；language model(abstract)；foundation model(abstract)；分类 cs.AI

2412.16976 2025-08-19 cs.CL cs.AI 73%

On Fusing ChatGPT and Ensemble Learning in Discon-tinuous Named Entity Recognition in Health Corpora

Tzu-Chieh Chen, Wen-Yang Lin

专题命中领域大模型：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments 13 pages; a short version named "Beyond GPT-NER: ChatGPT as Ensemble Arbitrator for Discontinuous Named Entity Recognition in Health Corpora" has been accpeted for presentation at MedInfo2025

Journal ref Studies in Health Technology and Informatics, vol. 329, pp. 794-798, 2025

2506.24039 2025-08-19 cs.CV cs.HC 71%

Foundation Models for Zero-Shot Segmentation of Scientific Images without AI-Ready Data

Shubhabrata Mukherjee, Jack Lang, Obeen Kwon, Iryna Zenyuk, Valerie Brogden, Adam Weber, Daniela Ushizima

机构 * Lawrence Berkeley National Laboratory（伯克利国家实验室）； University of California, Irvine（加州大学尔湾分校）； University of California, Berkeley（加州大学伯克利分校）； Covalent Metrology（协力计量）

专题命中领域大模型：foundation model(title)

Comments This paper has been accepted for presentation at the 59th International Conference on Parallel Processing (ICPP 2025), DRAI workshop

2508.12683 2025-08-19 cs.MA cs.AI 70%

A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications

David J. Moore

机构 * Independent Researcher（独立研究者）

专题命中领域大模型：large language model(abstract)；language model(abstract)；分类 cs.AI

2507.20327 2025-08-19 cs.IR 67%

TADT-CSA: Temporal Advantage Decision Transformer with Contrastive State Abstraction for Generative Recommendation

Xiang Gao, Tianyuan Liu, Yisha Li, Jingxin Liu, Lexi Gao, Xin Li, Haiyang Lu, Liyin Hong

专题命中领域大模型：large language model(abstract)；language model(abstract)

2508.11721 2025-08-19 cs.CV cs.AI 57%

FusionFM: Fusing Eye-specific Foundational Models for Optimized Ophthalmic Diagnosis

Ke Zou, Jocelyn Hui Lin Goh, Yukun Zhou, Tian Lin, Samantha Min Er Yew, Sahana Srinivasan, Meng Wang, Rui Santos, Gabor M. Somfai, Huazhu Fu, Haoyu Chen, Pearse A. Keane, Ching-Yu Cheng, Yih Chung Tham

机构 * Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore（新加坡国立大学 Yong Loo Lin 医学院眼科系）； Centre for Innovation and Precision Eye Health, Yong Loo Lin School of Medicine, National University of Singapore, Singapore（新加坡国立大学 Yong Loo Lin 医学院创新与精准眼科健康中心）； Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore（新加坡眼科研究院）； Ophthalmology and Visual Science Academic Clinical Program, Duke-NUS Medical School, Singapore, Singapore（杜克-国立新加坡大学医学学校眼科与视觉科学学术临床项目）； Centre for Medical Image Computing, University College London, London, United Kingdom（伦敦大学学院医学图像计算中心）； Joint Shantou International Eye Center, Shantou University and the Chinese University of Hong Kong, Shantou, China（汕尾国际眼科中心，汕尾大学及香港中文大学）； Department of Ophthalmology, Stadtspital Zürich, Zurich, Switzerland（苏黎世州立医院眼科部）； Spross Research Institute, Zurich, Switzerland（苏黎世 Spross 研究院）； Institute of High Performance Computing, A*STAR, Singapore（新加坡 A*STAR 高性能计算研究院）； NIHR Biomedical Research Centre, Moorfields Eye Hospital NHS Foundation Trust, London, United Kingdom（英国国家健康服务基金会 Moorfields 眼科医院生物医学研究中心）； Institute of Ophthalmology, University College London, London, United Kingdom（伦敦大学学院眼科研究院）

专题命中领域大模型：foundation model(abstract)；分类 cs.AI

Comments 12 pages, 3 figures

2508.12290 2025-08-19 cs.CV 50%

CLAIR: CLIP-Aided Weakly Supervised Zero-Shot Cross-Domain Image Retrieval

Chor Boon Tan, Conghui Hu, Gim Hee Lee

机构 * School of Computing National University of Singapore（计算学院国立新加坡大学）

专题命中领域大模型：foundation model(abstract)

Comments BMVC 2025

2508.12108 2025-08-19 cs.CV 50%

VELVET-Med: Vision and Efficient Language Pre-training for Volumetric Imaging Tasks in Medicine

Ziyang Zhang, Yang Yu, Xulei Yang, Si Yong Yeo

机构 * MedVisAI Lab Department of ECE Northwestern University（MedVisAI实验室电子工程系西北大学）； Institute for Infocomm Research (I 2 R) A*STAR, Singapore（信息与通信研究所（I 2 R）A*STAR，新加坡）； MedVisAI Lab Lee Kong Chian School of Medicine, Nanyang Technological University（MedVisAI实验室李科田医学院，南洋理工大学）

专题命中领域大模型：language model(abstract)

2503.12910 2025-08-19 cs.CV 50%

AFR-CLIP: Enhancing Zero-Shot Industrial Anomaly Detection with Stateless-to-Stateful Anomaly Feature Rectification

Jingyi Yuan, Chenqiang Gao, Pengyu Jie, Xuan Xia, Shangri Huang, Wanquan Liu

专题命中领域大模型：prompting(abstract)

Comments There was some citation error in the last version. So please read the 3rd version

2406.05328 2025-08-19 cs.CL cs.LG 90%

FacLens: Transferable Probe for Foreseeing Non-Factuality in Fact-Seeking Question Answering of Large Language Models

Yanling Wang, Haoyang Li, Hao Zou, Jing Zhang, Xinlei He, Qi Li, Ke Xu

机构 * Zhipu AI（智谱AI）； Zhongguancun Laboratory（中关村实验室）； Renmin University of China（中国人民大学）； Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州））； Tsinghua University（清华大学）

专题命中知识编辑与模型理解：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL、cs.LG

2508.12482 2025-08-19 cs.CL 88%

The Structural Sources of Verb Meaning Revisited: Large Language Models Display Syntactic Bootstrapping

Xiaomeng Zhu, R. Thomas McCoy, Robert Frank

机构 * Department of Linguistics, Yale University（语言学系，耶鲁大学）； Wu Tsai Institute, Yale University（吴 Tsai 院，耶鲁大学）

专题命中知识编辑与模型理解：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

2508.13152 2025-08-19 cs.CL cs.AI 86%

RepreGuard: Detecting LLM-Generated Text by Revealing Hidden Representation Patterns

Xin Chen, Junchao Wu, Shu Yang, Runzhe Zhan, Zeyu Wu, Ziyang Luo, Di Wang, Min Yang, Lidia S. Chao, Derek F. Wong

机构 * NLP（自然语言处理）； CT Lab, Department of Computer and Information Science, University of Macau（计算机与信息科学系，澳门大学）； Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences（深圳先进技术研究院，中国科学院）； Provable Responsible AI and Data Analytics Lab, KAUST（可证明责任AI与数据分析实验室，卡尔斯兰大学）； Hong Kong Baptist University（香港 Baptist 大学）

专题命中知识编辑与模型理解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments Accepted to TACL 2025. This version is a pre-MIT Press publication version

2506.16550 2025-08-19 cs.LG stat.ML 83%

A Free Probabilistic Framework for Analyzing the Transformer-based Language Models

Swagatam Das

机构 * Electronics and Communication Sciences Unit, Indian Statistical Institute, Kolkata, India.（印度统计研究所电子与通信科学单元，加尔各答，印度）

专题命中知识编辑与模型理解：language model(title,abstract)；large language model(abstract)；分类 cs.LG

2504.07402 2025-08-19 cs.LG cs.AI 81%

LauraTSE: Target Speaker Extraction using Auto-Regressive Decoder-Only Language Models

Beilong Tang, Bang Zeng, Ming Li

机构 * Duke Kunshan University（杜克昆山大学）

专题命中知识编辑与模型理解：language model(title,abstract)；分类 cs.AI、cs.LG

Comments 8 pages, 5 figure, accepted by 2025 IEEE Automatic Speech Recognition and Understanding Workshop (ASRU)

2508.12586 2025-08-19 cs.CV 78%

Foundation Model for Skeleton-Based Human Action Understanding

Hongsong Wang, Wanjiang Weng, Junbo Wang, Fang Zhao, Guo-Sen Xie, Xin Geng, Liang Wang

机构 * School of Computer Science and Engineering, Southeast University（东南大学计算机科学与工程学院）； Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications (Southeast University), Ministry of Education, China（新一代人工智能技术及交叉应用关键实验室（东南大学），中华人民共和国教育部，中国）； School of Software, Northwestern Polytechnical University（西北工业大学软件学院）； State Key Laboratory for Novel Software Technology and School of Intelligence Science and Technology, Nanjing University（新型软件技术国家重点实验室和南京大学智能科学与技术学院）； School of Computer Science and Engineering, Nanjing University of Science and Technology（南京理工大学计算机科学与工程学院）

专题命中知识编辑与模型理解：foundation model(title,abstract)

Comments Accepted by TPAMI, Code is available at: https://github.com/wengwanjiang/FoundSkelModel

1. 效率与部署 42 篇