arXivDaily arXiv每日学术速递 周一至周五更新

AI 大模型

语言大模型 / LLM

大语言模型、预训练、指令微调、后训练和语言模型应用。

共收录 12635 信号源:cs.CL, cs.AI, cs.LG

1. 领域大模型 12635 篇

2510.02967 2025-12-16 cs.CL cs.AI cs.IR 90%

Grounding Large Language Models in Clinical Evidence: A Retrieval-Augmented Generation System for Querying UK NICE Clinical Guidelines

将大语言模型 grounded 在临床证据中:一种用于查询英国 NICE 临床指南的检索增强生成系统

Matthew Lewis, Samuel Thio, Amy Roberts, Catherine Siju, Whoasif Mukit, Rebecca Kuruvilla, Zhangshu Joshua Jiang, Niko Möller-Grell, Aditya Borakati, Richard JB Dobson, Spiros Denaxas

机构 * Institute of Health Informatics, University College London(健康信息学研究所,伦敦大学学院) Department of Biostatistics and Health Informatics, King’s College London(生物统计学与健康信息学系,伦敦国王学院) EPSRC DRIVE-Health CDT, London, U.K.(EPSRC DRIVE-Health CDT,伦敦,英国) Imperial College Healthcare NHS Trust(帝国学院医疗 NHS 信托) Black Country Healthcare NHS Foundation Trust(黑斯廷斯地区医疗 NHS 基础信托) Feldon Lane Surgery, The Dudley Group NHS Foundation Trust(费尔顿车道诊所,德比集团 NHS 基础信托) The Cleveland Clinic, London, U.K.(克利夫兰诊所,伦敦,英国) CogStack Limited(CogStack 有限公司)

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

AI总结 本文提出一种基于RAG的系统,用于查询英国NICE临床指南,通过检索增强生成技术提升回答的准确性和可靠性。

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2512.10996 2025-12-15 cs.CL cs.AI 90%

MedBioRAG: Semantic Search and Retrieval-Augmented Generation with Large Language Models for Medical and Biological QA

MedBioRAG: 基于大语言模型的语义搜索与检索增强生成用于医学和生物学问答

Seonok Kim

机构 * Seonok Kim(独立研究者)

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

AI总结 MedBioRAG通过结合语义搜索、文档检索和监督微调,提升医学和生物学问答任务的性能。

Comments Submitted to ACL 2025. 9 pages, 4 figures, 5 tables (including 2 appendix tables)

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2512.10047 2025-12-12 cs.LG cond-mat.stat-mech cs.AI nlin.AO physics.data-an 90%

Detailed balance in large language model-driven agents

大语言模型驱动代理中的详尽平衡

Zhuo-Yang Song, Qing-Hong Cao, Ming-xing Luo, Hua Xing Zhu

机构 * School of Physics, Peking University, Beijing 100871, China(物理系,北京大学,北京) Center for High Energy Physics, Peking University, Beijing 100871, China(高能物理中心,北京大学,北京) Beijing Computational Science Research Center, Beijing 100193, China(北京计算科学研究院,北京)

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

AI总结 本文提出基于最小作用原理的方法,发现LLM生成中存在详尽平衡,揭示LLM生成可能通过隐式学习潜在函数而非显式规则集。

Comments 20 pages, 12 figures, 5 tables

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2512.09127 2025-12-11 cs.CL cs.AI 90%

Knowledge-Guided Large Language Model for Automatic Pediatric Dental Record Understanding and Safe Antibiotic Recommendation

基于知识引导的大型语言模型用于自动解析儿童牙科记录并安全推荐抗生素

Zihan Han, Junyan Ge, Caifeng Li

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

AI总结 本研究提出基于知识引导的大型语言模型,通过整合知识图谱、检索增强生成和多阶段安全验证,提升儿童牙科记录解析与安全抗生素推荐的准确性。

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2512.05863 2025-12-08 cs.CL cs.AI 90%

Optimizing Medical Question-Answering Systems: A Comparative Study of Fine-Tuned and Zero-Shot Large Language Models with RAG Framework

优化医疗问答系统:基于RAG框架的微调与零样本大语言模型比较研究

Tasnimul Hassan, Md Faisal Karim, Haziq Jeelani, Elham Behnam, Robert Green, Fayeq Jeelani Syed

机构 * Department of Electrical Engineering Computer Science University of Toledo Toledo, USA Institute of Mathematical Sciences Claremont Graduate University Claremont, USA Department of Bioengineering University of Toledo Toledo, USA Department of Computer Science Bowling Green State University Bowling Green, USA

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

AI总结 本文通过RAG框架结合微调与零样本大语言模型,提升医疗问答系统的准确性与可靠性,实验证明检索增强显著提高回答质量。

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2409.18924 2025-12-01 cs.CL cs.AI 90%

Simulated patient systems powered by large language model-based AI agents offer potential for transforming medical education

基于大语言模型的AI代理的模拟患者系统有潜力改变医学教育

Huizi Yu, Jiayan Zhou, Lingyao Li, Shan Chen, Jack Gallifant, Anye Shi, Xiang Li, Jingxian He, Wenyue Hua, Mingyu Jin, Guang Chen, Yang Zhou, Zhao Li, Trisha Gupte, Ming-Li Chen, Zahra Azizi, Qi Dou, Bryan P. Yan, Yongfeng Zhang, Yanqiu Xing, Themistocles L. Danielle S. Bitterman, Themistocles L. Assimes, Xin Ma, Lin Lu, Lizhou Fan

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

AI总结 基于大语言模型的AI代理构建的模拟患者系统在医学教育中展现出高保真度和教育价值,优于人类模拟患者。

Comments 19 pages, 6 figures, 4 tables

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2511.20736 2025-11-27 cs.CY cs.AI cs.CL 90%

Large Language Models' Complicit Responses to Illicit Instructions across Socio-Legal Contexts

大语言模型在社会法律情境中对非法指令的共谋回应

Xing Wang, Huiyuan Xie, Yiyan Wang, Chaojun Xiao, Huimin Chen, Holli Sargeant, Felix Steffek, Jie Shao, Zhiyuan Liu, Maosong Sun

机构 * Tsinghua University(清华大学) University of Electronic Science and Technology of China(电子科技大学) University of Cambridge(剑桥大学)

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

AI总结 本研究探讨大语言模型在社会法律情境中对非法指令的共谋回应,揭示其在不同情境下的安全性和易感性问题。

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2511.15370 2025-11-20 cs.CL cs.AI 90%

The Empowerment of Science of Science by Large Language Models: New Tools and Methods

Guoqiang Liang, Jingqian Gong, Mengxuan Li, Gege Lin, Shuo Zhang

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

Comments The manuscript is currently ongoing the underreview process of the journal of information science

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2511.15074 2025-11-20 cs.AI cs.CL 90%

Knowledge-Informed Automatic Feature Extraction via Collaborative Large Language Model Agents

Henrik Bradland, Morten Goodwin, Vladimir I. Zadorozhny, Per-Arne Andersen

机构 * School of Computing and Information, University of Pittsburgh, Pittsburgh, USA(计算机与信息学院,匹兹堡大学,美国匹兹堡) Centre for Artificial Intelligence Research, University of Agder, Grimstad, Norway(人工智能研究中心,阿格德大学,挪威格里斯塔德)

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

Comments 19 pages, 4 figures, in review

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2511.14630 2025-11-19 cs.LG cs.AI 90%

Failure to Mix: Large language models struggle to answer according to desired probability distributions

Ivy Yuqian Yang, David Yu Zhang

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 13 pages, 6 figures. Code and reproducibility package: https://github.com/BiostateAIresearch/failure-to-mix

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2511.11922 2025-11-18 cs.CL cs.LG 90%

Additive Large Language Models for Semi-Structured Text

Karthikeyan K, Raghuveer Thirukovalluru, David Carlson

机构 * Duke University(杜克大学)

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

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2511.10658 2025-11-17 cs.CL cs.AI 90%

Evaluating Open-Weight Large Language Models for Structured Data Extraction from Narrative Medical Reports Across Multiple Use Cases and Languages

Douwe J. Spaanderman, Karthik Prathaban, Petr Zelina, Kaouther Mouheb, Lukáš Hejtmánek, Matthew Marzetti, Antonius W. Schurink, Damian Chan, Ruben Niemantsverdriet, Frederik Hartmann, Zhen Qian, Maarten G. J. Thomeer, Petr Holub, Farhan Akram, Frank J. Wolters, Meike W. Vernooij, Cornelis Verhoef, Esther E. Bron, Vít Nováček, Dirk J. Grünhagen, Wiro J. Niessen, Martijn P. A. Starmans, Stefan Klein

机构 * Department of Radiology and Nuclear Medicine, Erasmus MC Cancer Institute, University Medical Center Rotterdam, the Netherlands(荷兰埃因霍温麦斯特大学医学中心放射科和核医学科,埃因霍温麦斯特癌症研究所) Department of Pathology and Clinical Bioinformatics, Erasmus MC Cancer Institute, University Medical Center Rotterdam, the Netherlands(荷兰埃因霍温麦斯特大学医学中心病理学与临床生物信息学科,埃因霍温麦斯特癌症研究所) Faculty of Informatics, Masaryk University(马萨里克大学信息学院) Institute of Computer Science, Masaryk University(马萨里克大学计算机科学研究所) Department of Medical Physics, Leeds Teaching Hospitals NHS Trust, UK(英国利兹教学医院国家卫生服务信托基金,利兹大学生物医学研究中心) Leeds Biomedical Research Centre, University of Leeds, UK(利兹大学生物医学成像科,利兹,英国) Biomedical Imaging, University of Leeds, Leeds, United Kingdom(荷兰埃因霍温麦斯特大学医学中心外科肿瘤学和胃肠外科科,埃因霍温麦斯特癌症研究所) Department of Surgical Oncology and Gastrointestinal Surgery, Erasmus MC Cancer Institute, University Medical Center Rotterdam, the Netherlands(奥地利格拉茨BBMRI-ERIC机构) BBMRI-ERIC, Graz, Austria(荷兰埃因霍温麦斯特大学医学中心流行病学系,罗特万,荷兰) Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, the Netherlands(马萨里克纪念癌症研究所生物信息学研究组) Bioinformatics Research Group, Masaryk Memorial Cancer Institute

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

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2502.04381 2025-11-13 cs.CL cs.AI 90%

Limitations of Large Language Models in Clinical Problem-Solving Arising from Inflexible Reasoning

Jonathan Kim, Anna Podlasek, Kie Shidara, Feng Liu, Ahmed Alaa, Danilo Bernardo

机构 * Department of Neurology and Neurologic Sciences(神经病学与神经科学系) Stanford University(斯坦福大学) Image Guided Therapy and Research Facility(影像引导治疗与研究设施) University of Dundee(邓迪大学) Weill Institute of Neurology and Neurosciences(韦尔神经病学与神经科学研究所) University of California, San Francisco(加州大学旧金山分校) Department of Systems and Enterprises(系统与企业系) Stevens Institute of Technology(史蒂文斯理工学院) Department of EECS(电子工程与计算机科学系) University of California Berkeley(加州大学伯克利分校)

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

Comments 14 pages, 6 figures

Journal ref Sci Rep 15, 39426 (2025)

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2410.21348 2025-11-13 cs.CL cs.AI 90%

Large Language Model Benchmarks in Medical Tasks

Lawrence K. Q. Yan, Qian Niu, Ming Li, Yichao Zhang, Caitlyn Heqi Yin, Cheng Fei, Benji Peng, Ziqian Bi, Pohsun Feng, Keyu Chen, Tianyang Wang, Yunze Wang, Silin Chen, Ming Liu, Junyu Liu, Xinyuan Song, Riyang Bao, Zekun Jiang, Ziyuan Qin

机构 * Hong Kong University of Science and Technology(香港科技大学) Kyoto University(京都大学) Georgia Institute of Technology(佐治亚理工学院) The University of Texas at Dallas(德克萨斯大学达拉斯分校) University of Wisconsin-Madison(威斯康星大学麦迪逊分校) Cornell University(康奈尔大学) Indiana University(印第安纳大学) National Taiwan Normal University(台湾师范大学) University of Liverpool(利物浦大学) University of Edinburgh(爱丁堡大学) Zhejiang University(浙江大学) Purdue University(普渡大学) Emory University(埃默里大学) West China Biomedical Big Data Center, West China Hospital, Sichuan University(西京生物大数据中心,西京医院,四川大学)

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

Comments 25 pages, 5 tables

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2510.24765 2025-10-30 cs.CY cs.AI cs.CL 90%

Topic-aware Large Language Models for Summarizing the Lived Healthcare Experiences Described in Health Stories

Maneesh Bilalpur, Megan Hamm, Young Ji Lee, Natasha Norman, Kathleen M. McTigue, Yanshan Wang

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

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2510.22751 2025-10-28 cs.AI cs.CL 90%

Multi-Modal Fact-Verification Framework for Reducing Hallucinations in Large Language Models

Piyushkumar Patel

机构 * Microsoft(微软)

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

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2510.22312 2025-10-28 cs.LG cs.AI 90%

LacMaterial: Large Language Models as Analogical Chemists for Materials Discovery

Hongyu Guo

机构 * National Research Council Canada(加拿大国家研究理事会)

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

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2510.18890 2025-10-23 cs.CL cs.AI 90%

Small Language Models Offer Significant Potential for Science Community

Jian Zhang

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

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2510.16872 2025-10-21 cs.AI cs.CL cs.DB 90%

DeepAnalyze: Agentic Large Language Models for Autonomous Data Science

Shaolei Zhang, Ju Fan, Meihao Fan, Guoliang Li, Xiaoyong Du

机构 * ruc(中国人民大学) tsinghua(清华大学)

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

Comments Code: https://github.com/ruc-datalab/DeepAnalyze Model: https://huggingface.co/RUC-DataLab/DeepAnalyze-8B

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2510.13856 2025-10-17 cs.CL cs.AI cs.CV 90%

Multimodal Retrieval-Augmented Generation with Large Language Models for Medical VQA

A H M Rezaul Karim, Ozlem Uzuner

机构 * George Mason University(乔治·马歇尔大学)

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

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2510.08236 2025-10-17 cs.LG cs.AI 90%

The Hidden Bias: A Study on Explicit and Implicit Political Stereotypes in Large Language Models

Konrad Löhr, Shuzhou Yuan, Michael Färber

机构 * Technische Universität Dresden(德累斯顿技术大学) Center for Scalable Data Analytics and Artificial Intelligence (ScaDS.AI)(可扩展数据与人工智能研究中心(ScaDS.AI))

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

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2507.09279 2025-10-14 cs.CV cs.AI cs.CL 90%

Prompt4Trust: A Reinforcement Learning Prompt Augmentation Framework for Clinically-Aligned Confidence Calibration in Multimodal Large Language Models

Anita Kriz, Elizabeth Laura Janes, Xing Shen, Tal Arbel

机构 * McGill University(麦吉尔大学) Mila – Quebec AI Institute(魁北克AI研究所)

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

Comments Accepted to ICCV 2025 Workshop CVAMD

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2510.10278 2025-10-14 cs.LG cs.AI 90%

Simulating Viva Voce Examinations to Evaluate Clinical Reasoning in Large Language Models

Christopher Chiu, Silviu Pitis, Mihaela van der Schaar

机构 * Georgia Institute of Technology(佐治亚理工学院) University of Toronto(多伦多大学) University of Cambridge(剑桥大学)

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

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2510.04888 2025-10-13 cs.LG cs.AI 90%

Revealing Interconnections between Diseases: from Statistical Methods to Large Language Models

Alina Ermilova, Dmitrii Kornilov, Sofia Samoilova, Ekaterina Laptenkova, Anastasia Kolesnikova, Ekaterina Podplutova, Senotrusova Sofya, Maksim G. Sharaev

机构 * Both authors contributed equally(共同第一作者)

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

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2403.10750 2025-10-10 cs.CL cs.AI 90%

Depression Detection on Social Media with Large Language Models

Xiaochong Lan, Zhiguang Han, Yiming Cheng, Li Sheng, Jie Feng, Chen Gao, Yong Li

机构 * Department of Electronic Engineering, BNRist, Tsinghua University(电子工程系,北京理工大学,清华大学) College of Computing and Data Science, Nanyang Technological University(计算与数据科学学院,南洋理工大学) Department of Computer Science, The University of Chicago(计算机科学系,芝加哥大学)

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

Comments EMNLP 2025

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2510.06275 2025-10-09 cs.CL cs.AI 90%

Reproducibility Study of "XRec: Large Language Models for Explainable Recommendation"

Ranjan Mishra, Julian I. Bibo, Quinten van Engelen, Henk Schaapman

机构 * University of Amsterdam(阿姆斯特丹大学)

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

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2510.05121 2025-10-08 cs.CL cs.CE cs.IR cs.LG 90%

Towards Structured Knowledge: Advancing Triple Extraction from Regional Trade Agreements using Large Language Models

Durgesh Nandini, Rebekka Koch, Mirco Schoenfeld

机构 * University of Bayreuth, Bayreuth, Germany(拜罗伊特大学)

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

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2502.01159 2025-10-07 cs.LG cs.AI 90%

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)

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

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2409.09324 2025-09-25 cs.CL cs.AI 90%

Efficient Fine-Tuning of Large Language Models for Automated Medical Documentation

Hui Yi Leong, Yi Fan Gao, Ji Shuai, Yang Zhang, Uktu Pamuksuz

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

Comments 4 pages, 3 Figures, 3 Tables. The final version will be published in the proceedings of the IEEE conference

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2509.18221 2025-09-24 cs.AI cs.LG 90%

Multimodal Health Risk Prediction System for Chronic Diseases via Vision-Language Fusion and Large Language Models

Dingxin Lu, Shurui Wu, Xinyi Huang

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

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