语言大模型 / LLM - arXivDaily 专题

2509.12866 2025-09-17 cs.CV 90%

Leveraging Large Language Models to Effectively Generate Visual Data for Canine Musculoskeletal Diagnoses

Martin Thißen, Thi Ngoc Diep Tran, Barbara Esteve Ratsch, Ben Joel Schönbein, Ute Trapp, Beate Egner, Romana Piat, Elke Hergenröther

机构 * Darmstadt University of Applied Sciences（达姆施塔特应用技术大学）； Veterinary Academy of Higher Learning（兽医高等学习学院）； European University of Technology（欧洲技术大学）

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

Journal ref Computer Science Research Notes 3501(1) (2025) 27-38

2503.16974 2025-09-16 q-fin.GN cs.AI cs.CE cs.CL cs.LG 90%

Assessing Consistency and Reproducibility in the Outputs of Large Language Models: Evidence Across Diverse Finance and Accounting Tasks

Julian Junyan Wang, Victor Xiaoqi 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、cs.LG

Comments 76 pages, 20 tables, 12 figures

2509.01221 2025-09-05 cs.CL cs.AI cs.LG 90%

DaMoC: Efficiently Selecting the Optimal Large Language Model for Fine-tuning Domain Tasks Based on Data and Model Compression

Wei Huang, Huang Wei, Yinggui Wang

机构 * Ant Group, China（蚂蚁集团）

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、cs.LG

Comments Accepted by EMNLP 2025

2507.00078 2025-07-02 cs.LG cs.AI cs.CL 90%

The language of time: a language model perspective on time-series foundation models

Yi Xie, Yun Xiong, Zejian Shi, Hao Niu, Zhengfu Liu

机构 * College of Computer Science and Artificial Intelligence, Fudan University（计算机科学与人工智能学院，复旦大学）； Shanghai Key Laboratory of Data Science（上海数据科学重点实验室）； ZCTech ； School of Mathematics and Statistics, Beijing Institute of Technology（数学与统计学学院，北京理工大学）

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

2411.06426 2025-05-30 cs.CR cs.AI cs.CL cs.LG 90%

SequentialBreak: Large Language Models Can be Fooled by Embedding Jailbreak Prompts into Sequential Prompt Chains

Bijoy Ahmed Saiem, MD Sadik Hossain Shanto, Rakib Ahsan, Md Rafi ur Rashid

机构 * Bangladesh University of Engineering and Technology（孟加拉工程科技大学）； Pennsylvania State University（宾夕法尼亚州立大学）

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、cs.LG

2405.00715 2025-05-28 cs.CL cs.AI cs.LG 90%

Towards Adapting Open-Source Large Language Models for Expert-Level Clinical Note Generation

Hanyin Wang, Chufan Gao, Bolun Liu, Qiping Xu, Guleid Hussein, Mohamad El Labban, Kingsley Iheasirim, Hariprasad Korsapati, Chuck Outcalt, Jimeng Sun

机构 * Mayo Clinic Health System（梅奥诊所健康系统）； School of Computing and Data Science, UIUC（UIUC计算与数据科学学院）； Mayo Clinic Rochester（梅奥诊所罗切斯特分部）； Carle Illinois College of Medicine, UIUC（UIUC卡勒伊利诺伊医学院）

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、cs.LG

2505.14629 2025-05-21 cs.LG cs.AI cs.CL cs.CV 90%

KERL: Knowledge-Enhanced Personalized Recipe Recommendation using Large Language Models

Fnu Mohbat, Mohammed J Zaki

机构 * Rensselaer Polytechnic Institute（拉特格斯理工学院）

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

Comments Accepted at ACL 2025

2411.03883 2025-04-24 cs.CL cs.AI cs.LG 90%

MEG: Medical Knowledge-Augmented Large Language Models for Question Answering

Laura Cabello, Carmen Martin-Turrero, Uchenna Akujuobi, Anders Søgaard, Carlos Bobed

机构 * University of Copenhagen（哥本哈根大学）； Sony AI（索尼人工智能）； University of Zaragoza（阿拉维萨大学）

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、cs.LG

2409.13191 2025-03-14 cs.CL cs.AI cs.CE cs.LG 90%

Diabetica: Adapting Large Language Model to Enhance Multiple Medical Tasks in Diabetes Care and Management

Lai Wei, Zhen Ying, Muyang He, Yutong Chen, Qian Yang, Yanzhe Hong, Jiaping Lu, Kaipeng Zheng, Shaoting Zhang, Xiaoying Li, Weiran Huang, Ying Chen

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、cs.LG

Comments Accepted by ICLR 2025 SCI-FM workshop

2410.02551 2025-02-27 cs.LG cs.AI cs.CL 90%

ColaCare: Enhancing Electronic Health Record Modeling through Large Language Model-Driven Multi-Agent Collaboration

Zixiang Wang, Yinghao Zhu, Huiya Zhao, Xiaochen Zheng, Dehao Sui, Tianlong Wang, Wen Tang, Yasha Wang, Ewen Harrison, Chengwei Pan, Junyi Gao, Liantao Ma

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、cs.LG

Comments ACM TheWebConf 2025 Conference (WWW 2025) Research Track

2410.17952 2025-01-28 cs.CL cs.AI cs.IR cs.LG 90%

SimRAG: Self-Improving Retrieval-Augmented Generation for Adapting Large Language Models to Specialized Domains

Ran Xu, Hui Liu, Sreyashi Nag, Zhenwei Dai, Yaochen Xie, Xianfeng Tang, Chen Luo, Yang Li, Joyce C. Ho, Carl Yang, Qi He

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、cs.LG

Comments Accepted to NAACL 2025 main conference

Journal ref NAACL 2025

2404.04108 2025-01-24 cs.AI cs.CL cs.IR cs.LG cs.LO 90%

Large language models as oracles for instantiating ontologies with domain-specific knowledge

Giovanni Ciatto, Andrea Agiollo, Matteo Magnini, Andrea Omicini

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、cs.LG

Journal ref Knowledge-Based Systems 310 (2025) 112940

2412.20412 2025-01-07 cs.CL cs.AI cs.LG 90%

Multi-Objective Large Language Model Unlearning

Zibin Pan, Shuwen Zhang, Yuesheng Zheng, Chi Li, Yuheng Cheng, Junhua Zhao

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、cs.LG

Comments To be published in the Proceedings of 2025 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP-2025)

2404.04326 2024-12-20 cs.AI cs.CL cs.CY cs.LG 90%

Hypothesis Generation with Large Language Models

Yangqiaoyu Zhou, Haokun Liu, Tejes Srivastava, Hongyuan Mei, Chenhao Tan

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、cs.LG

Comments 28 pages, 6 figures, code link: https://github.com/ChicagoHAI/hypothesis_generation. Accepted by the 1st Workshop on NLP for Science (NLP4Science) at EMNLP 2024

2403.12151 2024-12-12 cs.AI cs.CL cs.CV cs.LG 90%

Fusing Domain-Specific Content from Large Language Models into Knowledge Graphs for Enhanced Zero Shot Object State Classification

Filippos Gouidis, Katerina Papantoniou, Konstantinos Papoutsakis, Theodore Patkos, Antonis Argyros, Dimitris Plexousakis

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、cs.LG

Comments Accepted at the AAAI-MAKE 2024

Journal ref Proceedings of the AAAI Spring Symposium, 2024, pages 115-124

2412.03593 2024-12-06 cs.CL cs.AI cs.LG 90%

CovidLLM: A Robust Large Language Model with Missing Value Adaptation and Multi-Objective Learning Strategy for Predicting Disease Severity and Clinical Outcomes in COVID-19 Patients

Shengjun Zhu, Siyu Liu, Yang Li, Qing Lei, Hongyan Hou, Hewei Jiang, Shujuan Guo, Feng Wang, Rongshang Chen, Xionglin Fan, Shengce Tao, Jiaxin Cai

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、cs.LG

2412.01708 2024-12-03 cs.CL cs.AI cs.HC cs.LG 90%

Are We There Yet? Revealing the Risks of Utilizing Large Language Models in Scholarly Peer Review

Rui Ye, Xianghe Pang, Jingyi Chai, Jiaao Chen, Zhenfei Yin, Zhen Xiang, Xiaowen Dong, Jing Shao, Siheng Chen

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、cs.LG

Comments 27 pages, 24 figures

2404.12736 2024-11-27 cs.SE 90%

Large Language Model Supply Chain: A Research Agenda

Shenao Wang, Yanjie Zhao, Xinyi Hou, Haoyu Wang

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

Comments Accepted by ACM Transactions on Software Engineering and Methodology (TOSEM) Special Issue: 2030 Software Engineering Roadmap

2407.01603 2024-11-18 cs.LG cs.AI cs.CL physics.chem-ph 90%

A Review of Large Language Models and Autonomous Agents in Chemistry

Mayk Caldas Ramos, Christopher J. Collison, Andrew D. White

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、cs.LG

2307.08925 2024-10-31 cs.LG cs.AI cs.CL 90%

Integration of Large Language Models and Federated Learning

Chaochao Chen, Xiaohua Feng, Yuyuan Li, Lingjuan Lyu, Jun Zhou, Xiaolin Zheng, Jianwei Yin

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、cs.LG

Comments Accepted by Cell Patterns

2410.15016 2024-10-22 cs.CL cs.AI cs.CY cs.IR cs.LG cs.SI 90%

Transit Pulse: Utilizing Social Media as a Source for Customer Feedback and Information Extraction with Large Language Model

Jiahao Wang, Amer Shalaby

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、cs.LG

Comments 17 pages, 21 figures

2309.14534 2024-10-08 cs.HC 90%

Teach AI How to Code: Using Large Language Models as Teachable Agents for Programming Education

Hyoungwook Jin, Seonghee Lee, Hyungyu Shin, Juho Kim

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

2408.11854 2024-09-23 cs.CL cs.AI cs.LG 90%

When Raw Data Prevails: Are Large Language Model Embeddings Effective in Numerical Data Representation for Medical Machine Learning Applications?

Yanjun Gao, Skatje Myers, Shan Chen, Dmitriy Dligach, Timothy A Miller, Danielle Bitterman, Matthew Churpek, Majid Afshar

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、cs.LG

Comments Accepted to Findings of EMNLP 2024

2407.18322 2024-09-05 cs.CL cs.AI cs.CY cs.LG 90%

The Need for Guardrails with Large Language Models in Medical Safety-Critical Settings: An Artificial Intelligence Application in the Pharmacovigilance Ecosystem

Joe B Hakim, Jeffery L Painter, Darmendra Ramcharran, Vijay Kara, Greg Powell, Paulina Sobczak, Chiho Sato, Andrew Bate, Andrew Beam

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、cs.LG

Comments 27 pages, 6 figures, 4 tables and supplementary material provided

2408.07531 2024-08-28 cs.AI cs.CL cs.LG 90%

Development of a Large Language Model-based Multi-Agent Clinical Decision Support System for Korean Triage and Acuity Scale (KTAS)-Based Triage and Treatment Planning in Emergency Departments

Seungjun Han, Wongyung Choi

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、cs.LG

2407.00731 2024-08-20 cs.CL cs.AI cs.LG 90%

Large Language Models Struggle in Token-Level Clinical Named Entity Recognition

Qiuhao Lu, Rui Li, Andrew Wen, Jinlian Wang, Liwei Wang, Hongfang Liu

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、cs.LG

Comments AMIA 2024 Annual Symposium Proceedings

2405.16127 2024-06-21 cs.IR 90%

Finetuning Large Language Model for Personalized Ranking

Zhuoxi Bai, Ning Wu, Fengyu Cai, Xinyi Zhu, Yun Xiong

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

2307.12114 2024-06-11 cs.CL cs.AI cs.LG 90%

A Zero-shot and Few-shot Study of Instruction-Finetuned Large Language Models Applied to Clinical and Biomedical Tasks

Yanis Labrak, Mickael Rouvier, Richard Dufour

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、cs.LG

Comments LREC-COLING 2024 - Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation

Journal ref Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024)

2406.00062 2024-06-05 cs.CL cs.AI cs.CR cs.LG 90%

Unlocking the Potential of Large Language Models for Clinical Text Anonymization: A Comparative Study

David Pissarra, Isabel Curioso, João Alveira, Duarte Pereira, Bruno Ribeiro, Tomás Souper, Vasco Gomes, André V. Carreiro, Vitor Rolla

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、cs.LG

2401.18018 2024-06-04 cs.LG cs.AI cs.CL 90%

On Prompt-Driven Safeguarding for Large Language Models

Chujie Zheng, Fan Yin, Hao Zhou, Fandong Meng, Jie Zhou, Kai-Wei Chang, Minlie Huang, Nanyun Peng

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、cs.LG

Comments ICML 2024

1. 领域大模型 12496 篇

Leveraging Large Language Models to Effectively Generate Visual Data for Canine Musculoskeletal Diagnoses

Assessing Consistency and Reproducibility in the Outputs of Large Language Models: Evidence Across Diverse Finance and Accounting Tasks

DaMoC: Efficiently Selecting the Optimal Large Language Model for Fine-tuning Domain Tasks Based on Data and Model Compression

The language of time: a language model perspective on time-series foundation models

SequentialBreak: Large Language Models Can be Fooled by Embedding Jailbreak Prompts into Sequential Prompt Chains

Towards Adapting Open-Source Large Language Models for Expert-Level Clinical Note Generation

KERL: Knowledge-Enhanced Personalized Recipe Recommendation using Large Language Models

MEG: Medical Knowledge-Augmented Large Language Models for Question Answering

Diabetica: Adapting Large Language Model to Enhance Multiple Medical Tasks in Diabetes Care and Management

ColaCare: Enhancing Electronic Health Record Modeling through Large Language Model-Driven Multi-Agent Collaboration

SimRAG: Self-Improving Retrieval-Augmented Generation for Adapting Large Language Models to Specialized Domains

Large language models as oracles for instantiating ontologies with domain-specific knowledge

Multi-Objective Large Language Model Unlearning

Hypothesis Generation with Large Language Models

Fusing Domain-Specific Content from Large Language Models into Knowledge Graphs for Enhanced Zero Shot Object State Classification

CovidLLM: A Robust Large Language Model with Missing Value Adaptation and Multi-Objective Learning Strategy for Predicting Disease Severity and Clinical Outcomes in COVID-19 Patients

Are We There Yet? Revealing the Risks of Utilizing Large Language Models in Scholarly Peer Review

Large Language Model Supply Chain: A Research Agenda

A Review of Large Language Models and Autonomous Agents in Chemistry

Integration of Large Language Models and Federated Learning

Transit Pulse: Utilizing Social Media as a Source for Customer Feedback and Information Extraction with Large Language Model

Teach AI How to Code: Using Large Language Models as Teachable Agents for Programming Education

When Raw Data Prevails: Are Large Language Model Embeddings Effective in Numerical Data Representation for Medical Machine Learning Applications?

The Need for Guardrails with Large Language Models in Medical Safety-Critical Settings: An Artificial Intelligence Application in the Pharmacovigilance Ecosystem

Development of a Large Language Model-based Multi-Agent Clinical Decision Support System for Korean Triage and Acuity Scale (KTAS)-Based Triage and Treatment Planning in Emergency Departments

Large Language Models Struggle in Token-Level Clinical Named Entity Recognition

Finetuning Large Language Model for Personalized Ranking

A Zero-shot and Few-shot Study of Instruction-Finetuned Large Language Models Applied to Clinical and Biomedical Tasks

Unlocking the Potential of Large Language Models for Clinical Text Anonymization: A Comparative Study

On Prompt-Driven Safeguarding for Large Language Models