语言大模型 / LLM

ClinicRealm: Re-evaluating Large Language Models with Conventional Machine Learning for Non-Generative Clinical Prediction Tasks

Yinghao Zhu, Junyi Gao, Zixiang Wang, Weibin Liao, Xiaochen Zheng, Lifang Liang, Miguel O. Bernabeu, Yasha Wang, Lequan Yu, Chengwei Pan, Ewen M. Harrison, Liantao Ma

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

Comments Code: https://github.com/yhzhu99/ehr-llm-benchmark

AtmosSci-Bench: Evaluating the Recent Advance of Large Language Model for Atmospheric Science

Chenyue Li, Wen Deng, Mengqian Lu, Binhang Yuan

机构 * HKUST（香港科技大学） 纠错

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

Comments 37 pages, 4 figures, 13 tables

Evaluation of Clinical Trials Reporting Quality using Large Language Models

Mathieu Laï-king, Patrick Paroubek

机构 * Université Paris-Saclay, CNRS, LISN（巴黎-萨克雷大学、法国国家科学研究中心、LISN） 纠错

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

Journal ref Revue TAL 65.2, 2024

FocusMed: A Large Language Model-based Framework for Enhancing Medical Question Summarization with Focus Identification

Chao Liu, Ling Luo, Tengxiao Lv, Huan Zhuang, Lejing Yu, Jian Wang, Hongfei Lin

机构 * 1 College of Computer Science ； Technology, Dalian University of Technology, Dalian, China ； 2 Cancer Hospital of Dalian University of Technology, Liaoning Cancer Hospital \& Institute, Shenyang, China 纠错

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

Comments Accepted as a regular paper at BIBM2025

Can Large Language Models generalize analogy solving like children can?

Claire E. Stevenson, Alexandra Pafford, Han L. J. van der Maas, Melanie Mitchell

机构 * Psychological Methods, University of Amsterdam, the Netherlands（心理学方法，阿姆斯特丹大学，荷兰） ； Sante Fe Institute, USA（圣菲研究所，美国） 纠错

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

Comments Accepted to Transactions of the Association for Computational Linguistics (TACL)

Red Lines and Grey Zones in the Fog of War: Benchmarking Legal Risk, Moral Harm, and Regional Bias in Large Language Model Military Decision-Making

Toby Drinkall

机构 * Oxford Internet Institute, University of Oxford（牛津互联网研究所、牛津大学） 纠错

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

Comments 54 pages; 11 figures

Foundation models for equation discovery in high energy physics

Manuel Morales-Alvarado

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

Comments 6 pages

Empowering Denoising Sequential Recommendation with Large Language Model Embeddings

Tongzhou Wu, Yuhao Wang, Maolin Wang, Chi Zhang, Xiangyu Zhao

机构 * City University of Hong Kong（香港城市大学） ； Harbin Engineering University（哈尔滨工程大学） 纠错

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

Comments Accepted by CIKM2025

A Trustworthy Industrial Fault Diagnosis Architecture Integrating Probabilistic Models and Large Language Models

Yue wu

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

Comments 1tables,6 figs,11pages

TeachLM: Post-Training LLMs for Education Using Authentic Learning Data

Janos Perczel, Jin Chow, Dorottya Demszky

机构 * Polygence ； Stanford University（斯坦福大学） 纠错

专题命中 领域大模型 ：post-training(title)；LLM(abstract)；large language model(abstract)；language model(abstract)

Comments 28 pages, 9 figures

Scientific Paper Retrieval with LLM-Guided Semantic-Based Ranking

Yunyi Zhang, Ruozhen Yang, Siqi Jiao, SeongKu Kang, Jiawei Han

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

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

Comments Accepted to EMNLP 2025 Findings

Selecting Cybersecurity Requirements: Effects of LLM Use and Professional Software Development Experience

Damjan Fujs, Damjan Vavpotič, Tomaž Hovelja, Marko Poženel

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

Comments 5 pages, 1 figure, 2 tables, presented at IARIA CYBER 2025

Journal ref The Tenth International Conference on Cyber-Technologies and Cyber-Systems (CYBER 2025), September 28, 2025 to October 02, 2025 - Lisbon, Portugal

Enhancing Cybersecurity in Critical Infrastructure with LLM-Assisted Explainable IoT Systems

Ashutosh Ghimire, Ghazal Ghajari, Karma Gurung, Love K. Sah, Fathi Amsaad

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

LLM-Based Information Extraction to Support Scientific Literature Research and Publication Workflows

Samy Ateia, Udo Kruschwitz, Melanie Scholz, Agnes Koschmider, Moayad Almohaishi

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

Comments This PDF is the author-prepared camera-ready version corresponding to the accepted manuscript and supersedes the submitted version that was inadvertently published as the version of record

Journal ref New Trends in Theory and Practice of Digital Libraries. TPDL 2025. Communications in Computer and Information Science, vol 2694. pp 90-99

LLM Chemistry Estimation for Multi-LLM Recommendation

Huascar Sanchez, Briland Hitaj

机构 * Computer Science Laboratory（计算机科学实验室） ； SRI International（SRI国际） 纠错

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

Comments 20 pages, 5 figures, 5 tables

LogSage: An LLM-Based Framework for CI/CD Failure Detection and Remediation with Industrial Validation

Weiyuan Xu, Juntao Luo, Tao Huang, Kaixin Sui, Jie Geng, Qijun Ma, Isami Akasaka, Xiaoxue Shi, Jing Tang, Peng Cai

专题命中 领域大模型 ：LLM(title,abstract)；prompting(abstract)

Comments 12 pages, 8 figures

MedPAO: A Protocol-Driven Agent for Structuring Medical Reports

Shrish Shrinath Vaidya, Gowthamaan Palani, Sidharth Ramesh, Velmurugan Balasubramanian, Minmini Selvam, Gokulraja Srinivasaraja, Ganapathy Krishnamurthi

机构 * Department of Data Science and AI, IIT Madras, India（数据科学与人工智能系，印度理工学院马德拉斯学院） ； Department of Engineering Design, IIT Madras, India（工程设计系，印度理工学院马德拉斯学院） ； LoveForm Health Technologies, India（LoveForm健康科技公司，印度） ； Department of Radiology and Imaging Sciences, Sri Ramachandra Institute of Higher Education and Research, India（放射学与成像科学系， Sri Ramachandra高等教育与研究学院，印度） ； Department of Neuro and Interventional Radiology, Sri Ramachandra Institute of Higher Education and Research, India（神经放射学与介入放射学系，Sri Ramachandra高等教育与研究学院，印度） 纠错

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

Comments Paper published at "Agentic AI for Medicine" Workshop, MICCAI 2025

Journal ref Lecture Notes in Computer Science, vol 16147, 2025. Springer, Cham

AutoMiSeg: Automatic Medical Image Segmentation via Test-Time Adaptation of Foundation Models

Xingjian Li, Qifeng Wu, Adithya S. Ubaradka, Yiran Ding, Colleen Que, Runmin Jiang, Jianhua Xing, Tianyang Wang, Min Xu

机构 * Carnegie Mellon University（卡内基梅隆大学） ； Brown University（布朗大学） ； National Institute of Technology Karnataka（印度卡纳塔克国家理工学院） ； University of Pittsburgh（匹兹堡大学） ； University of Alabama at Birmingham（阿拉巴马大学伯明翰分校） 纠错

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

ViP$^2$-CLIP: Visual-Perception Prompting with Unified Alignment for Zero-Shot Anomaly Detection

Ziteng Yang, Jingzehua Xu, Yanshu Li, Zepeng Li, Yeqiang Wang, Xinghui Li

机构 * Tsinghua University（清华大学） ； Brown University（布朗大学） 纠错

专题命中 领域大模型 ：prompting(title,abstract)；分类 cs.AI

Format Inertia: A Failure Mechanism of LLMs in Medical Pre-Consultation

Seungseop Lim, Gibaeg Kim, Wooseok Han, Jean Seo, Hyunkyung Lee, Jaehyo Yoo, Eunho Yang

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

Comments EMNLP 2025 Industry Track

From Gaze to Insight: Bridging Human Visual Attention and Vision Language Model Explanation for Weakly-Supervised Medical Image Segmentation

Jingkun Chen, Haoran Duan, Xiao Zhang, Boyan Gao, Vicente Grau, Jungong Han

机构 * Department of Engineering Science, University of Oxford（工程科学系，牛津大学） ； Department of Automation, Tsinghua University（自动化系，清华大学） ； School of Information Science and Technology, Northwest University（信息科学与技术学院，西北大学） 纠错

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

Comments 11 pages, 4 figures

Towards Enforcing Company Policy Adherence in Agentic Workflows

Naama Zwerdling, David Boaz, Ella Rabinovich, Guy Uziel, David Amid, Ateret Anaby-Tavor

机构 * IBM Research（IBM研究院） 纠错

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

Comments EMNLP2025 (industry track), 12 pages

GAMA: A General Anonymizing Multi-Agent System for Privacy Preservation Enhanced by Domain Rules and Disproof Mechanism

Hailong Yang, Renhuo Zhao, Guanjin Wang, Zhaohong Deng

机构 * Jiangnan University（江南大学） ； Murdoch University（莫纳什大学） 纠错

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

Text-Guided Multi-Instance Learning for Scoliosis Screening via Gait Video Analysis

Haiqing Li, Yuzhi Guo, Feng Jiang, Thao M. Dang, Hehuan Ma, Qifeng Zhou, Jean Gao, Junzhou Huang

机构 * Department of Computer Science and Engineering, The University of Texas at Arlington（计算机科学与工程系，德克萨斯大学阿灵顿分校） 纠错

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

Comments 10.5 pages, 4 figures, MICCAI conference

Journal ref Medical Image Computing and Computer Assisted Intervention - MICCAI 2025. MICCAI 2025. Lecture Notes in Computer Science, vol 15965

Domain-Robust Marine Plastic Detection Using Vision Models

Saanvi Kataria

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

Comments 16 pages, 5 figures, 1 table

InfoMosaic-Bench: Evaluating Multi-Source Information Seeking in Tool-Augmented Agents

Yaxin Du, Yuanshuo Zhang, Xiyuan Yang, Yifan Zhou, Cheng Wang, Gongyi Zou, Xianghe Pang, Wenhao Wang, Menglan Chen, Shuo Tang, Zhiyu Li, Feiyu Xiong, Siheng Chen

机构 * Shanghai Jiao Tong University（上海交通大学） ； The Chinese University of Hong Kong（香港中文大学） ； Zhejiang University（浙江大学） ； University of Oxford（牛津大学） ； MemTensor (Shanghai) Technology Co., Ltd（MemTensor（上海）科技有限公司） 纠错

专题命中 领域大模型 ：LLM(abstract)；分类 cs.CL、cs.AI

KEEP: Integrating Medical Ontologies with Clinical Data for Robust Code Embeddings

Ahmed Elhussein, Paul Meddeb, Abigail Newbury, Jeanne Mirone, Martin Stoll, Gamze Gursoy

机构 * Columbia University（哥伦比亚大学） ； New York Genome Center（纽约基因组中心） 纠错

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

Journal ref Proceedings of Machine Learning Research, vol. 287, pp. 1-19, 2025

RL Is a Hammer and LLMs Are Nails: A Simple Reinforcement Learning Recipe for Strong Prompt Injection

Yuxin Wen, Arman Zharmagambetov, Ivan Evtimov, Narine Kokhlikyan, Tom Goldstein, Kamalika Chaudhuri, Chuan Guo

机构 * University of Maryland（马里兰大学） ； FAIR at Meta（Meta 元宇宙研究院） 纠错

专题命中 领域大模型 ：LLM(abstract)；分类 cs.LG

Social Good or Scientific Curiosity? Uncovering the Research Framing Behind NLP Artefacts

Eric Chamoun, Nedjma Ousidhoum, Michael Schlichtkrull, Andreas Vlachos

机构 * Department of Computer Science and Technology, University of Cambridge（计算机科学与技术系，剑桥大学） ； Cardiff University（卡迪夫大学） ； Queen Mary University of London（伦敦女王学院） 纠错

专题命中 领域大模型 ：LLM(abstract)；分类 cs.CL

Temporal Source Recovery for Time-Series Source-Free Unsupervised Domain Adaptation

Yucheng Wang, Peiliang Gong, Min Wu, Felix Ott, Xiaoli Li, Lihua Xie, Zhenghua Chen

机构 * Institute for Infocomm Research, A ∗ STAR, Singapore（信息与通信研究所，新加坡A ∗ STAR） ； School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore（电气与电子工程学院，南洋理工大学） ； College of Artificial Intelligence, Nanjing University of Aeronautics and Astronautics, China（人工智能学院，南京航空航天大学） ； Fraunhofer Institute for Integrated Circuits, Germany（弗劳恩霍夫集成电路研究所，德国） ； College of Computing and Data Science, Nanyang Technological University, Singapore（计算与数据科学学院，南洋理工大学） 纠错

专题命中 领域大模型 ：pretraining(abstract)；分类 cs.LG