语言大模型 / LLM - arXivDaily 专题

2509.16446 2025-09-23 cs.IR cs.CL 83%

Purely Semantic Indexing for LLM-based Generative Recommendation and Retrieval

Ruohan Zhang, Jiacheng Li, Julian McAuley, Yupeng Hou

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

2509.07755 2025-09-23 cs.CL cs.CR 83%

Factuality Beyond Coherence: Evaluating LLM Watermarking Methods for Medical Texts

Rochana Prih Hastuti, Rian Adam Rajagede, Mansour Al Ghanim, Mengxin Zheng, Qian Lou

机构 * University of Central Florida（中央佛罗里达大学）

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

Comments Accepted at EMNLP 2025 Findings. Camera Ready

2502.08177 2025-09-22 cs.AI 83%

SycEval: Evaluating LLM Sycophancy

Aaron Fanous, Jacob Goldberg, Ank A. Agarwal, Joanna Lin, Anson Zhou, Roxana Daneshjou, Sanmi Koyejo

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

Comments AIES 2025

2509.13696 2025-09-18 cs.CL 83%

Integrating Text and Time-Series into (Large) Language Models to Predict Medical Outcomes

Iyadh Ben Cheikh Larbi, Ajay Madhavan Ravichandran, Aljoscha Burchardt, Roland Roller

机构 * German Research Center for Artificial Intelligence (DFKI)（德国人工智能研究中心）； Technical University Berlin（柏林技术大学）

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

Comments Presented and published at BioCreative IX

2509.05703 2025-09-09 cs.CV cs.AI cs.IR 83%

Knowledge-Augmented Vision Language Models for Underwater Bioacoustic Spectrogram Analysis

Ragib Amin Nihal, Benjamin Yen, Takeshi Ashizawa, Kazuhiro Nakadai

机构 * Systems and Control Engineering, Institute of Science Tokyo（科学理工学院东京）

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

2509.02710 2025-09-04 physics.med-ph cs.CV cs.LG 83%

Toward a robust lesion detection model in breast DCE-MRI: adapting foundation models to high-risk women

Gabriel A. B. do Nascimento, Vincent Dong, Guilherme J. Cavalcante, Alex Nguyen, Thaís G. do Rêgo, Yuri Malheiros, Telmo M. Silva Filho, Carla R. Zeballos Torrez, James C. Gee, Anne Marie McCarthy, Andrew D. A. Maidment, Bruno Barufaldi

机构 * University of Pennsylvania（宾夕法尼亚大学）； Federal University of Paraíba（帕拉分校联邦大学）； University of Bristol（布里斯托大学）

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

2507.08325 2025-09-03 cs.CL cs.MA 83%

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation

Yinzhu Quan, Xinrui Li, Ying Chen

机构 * Georgia Institute of Technology（佐治亚理工学院）； ByteDance Inc.（字节跳动公司）

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

2508.21803 2025-09-01 cs.AI cs.MA 83%

Automated Clinical Problem Detection from SOAP Notes using a Collaborative Multi-Agent LLM Architecture

Yeawon Lee, Xiaoyang Wang, Christopher C. Yang

机构 * Drexel University（德雷塞尔大学）

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

Comments Accepted to The 16th ACM Conference on Bioinformatics, Computational Biology, and Health Informatics (ACM-BCB 2025)(Poster Paper)

2508.21452 2025-09-01 physics.ed-ph cs.CL physics.chem-ph 83%

From Canonical to Complex: Benchmarking LLM Capabilities in Undergraduate Thermodynamics

Anna Geißler, Luca-Sophie Bien, Friedrich Schöppler, Tobias Hertel

机构 * Institute of Physical and Theoretical Chemistry（物理与理论化学研究所）

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

Comments Benchmark downloadable at https://huggingface.co/datasets/herteltm/UTQA

2508.20453 2025-08-29 cs.CL 83%

MCP-Bench: Benchmarking Tool-Using LLM Agents with Complex Real-World Tasks via MCP Servers

Zhenting Wang, Qi Chang, Hemani Patel, Shashank Biju, Cheng-En Wu, Quan Liu, Aolin Ding, Alireza Rezazadeh, Ankit Shah, Yujia Bao, Eugene Siow

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

2508.13240 2025-08-20 cs.CR cs.AI 83%

Quantifying Loss Aversion in Cyber Adversaries via LLM Analysis

Soham Hans, Nikolos Gurney, Stacy Marsella, Sofia Hirschmann

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

2508.03342 2025-08-06 cs.CR cs.AI 83%

From Legacy to Standard: LLM-Assisted Transformation of Cybersecurity Playbooks into CACAO Format

Mehdi Akbari Gurabi, Lasse Nitz, Radu-Mihai Castravet, Roman Matzutt, Avikarsha Mandal, Stefan Decker

机构 * Fraunhofer FIT（弗劳恩霍夫研究所）

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

Comments 20 pages, including appendices, 32 references, 4 tables, 7 main figures (some of them has sub-figures)

2507.17080 2025-07-24 cs.IR cs.AI cs.CV 83%

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings

Ramin Giahi, Kehui Yao, Sriram Kollipara, Kai Zhao, Vahid Mirjalili, Jianpeng Xu, Topojoy Biswas, Evren Korpeoglu, Kannan Achan

机构 * Walmart Global Tech（沃尔玛全球技术）

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

Comments Accepted at RecSys 2025; DOI:https://doi.org/10.1145/3705328.3748064

2506.19993 2025-06-26 cs.IR cs.LG 83%

CoVE: Compressed Vocabulary Expansion Makes Better LLM-based Recommender Systems

Haochen Zhang, Tianyi Zhang, Junze Yin, Oren Gal, Anshumali Shrivastava, Vladimir Braverman

机构 * Rice University（Rice大学）； Swarm & AI, University of Haifa（Swarm与AI，海法大学）； John Hopkins University（约翰霍普金斯大学）

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

Comments Accepted by ACL 2025 Findings

2506.19702 2025-06-25 cs.AI 83%

LLM-Driven Medical Document Analysis: Enhancing Trustworthy Pathology and Differential Diagnosis

Lei Kang, Xuanshuo Fu, Oriol Ramos Terrades, Javier Vazquez-Corral, Ernest Valveny, Dimosthenis Karatzas

机构 * Computer Vision Center, Universitat Autònoma de Barcelona（计算机视觉中心，巴塞罗那自治大学）

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

Comments Accepted at ICDAR 2025

2506.18512 2025-06-25 eess.IV cs.CL cs.CV q-bio.QM 83%

MedTVT-R1: A Multimodal LLM Empowering Medical Reasoning and Diagnosis

Yuting Zhang, Kaishen Yuan, Hao Lu, Yutao Yue, Jintai Chen, Kaishun Wu

机构 * The Hong Kong University of Science & Technology (Guangzhou)（香港科技大学（广州））

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

2506.14337 2025-06-18 cs.CR cs.AI 83%

LLM-Powered Intent-Based Categorization of Phishing Emails

Even Eilertsen, Vasileios Mavroeidis, Gudmund Grov

机构 * University of Oslo（奥斯陆大学）； Norwegian Defence Research Establishment (FFI)（挪威国防研究机构（FFI））

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

2505.11368 2025-06-18 cs.CL 83%

GuideBench: Benchmarking Domain-Oriented Guideline Following for LLM Agents

Lingxiao Diao, Xinyue Xu, Wanxuan Sun, Cheng Yang, Zhuosheng Zhang

机构 * School of Computer Science, Shanghai Jiao Tong University（上海交通大学计算机科学学院）； Zhiyuan college, Shanghai Jiao Tong University（上海交通大学智远学院）； ByteDance Inc（字节跳动公司）

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

Comments ACL 2025 Main Conference

2506.11478 2025-06-16 cs.CL 83%

ImmunoFOMO: Are Language Models missing what oncologists see?

Aman Sinha, Bogdan-Valentin Popescu, Xavier Coubez, Marianne Clausel, Mathieu Constant

机构 * Université de Lorraine（洛林大学）； ICANS

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

2408.04211 2025-06-12 cs.CL cs.IR 83%

MMREC: LLM Based Multi-Modal Recommender System

Jiahao Tian, Jinman Zhao, Zhenkai Wang, Zhicheng Ding

机构 * Georgia Institute of Technology（佐治亚理工学院）； The University of Texas at Austin（德克萨斯大学奥斯汀分校）； University of Toronto（多伦多大学）； Columbia University（哥伦比亚大学）

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

2506.06340 2025-06-10 cs.IR cs.AI 83%

Structured Semantics from Unstructured Notes: Language Model Approaches to EHR-Based Decision Support

Wu Hao Ran, Xi Xi, Furong Li, Jingyi Lu, Jian Jiang, Hui Huang, Yuzhuan Zhang, Shi Li

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

2506.04887 2025-06-06 cs.CL 83%

Evaluating the Effectiveness of Linguistic Knowledge in Pretrained Language Models: A Case Study of Universal Dependencies

Wenxi Li

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

2410.00382 2025-06-04 cs.CL 83%

Answer When Needed, Forget When Not: Language Models Pretend to Forget via In-Context Knowledge Unlearning

Shota Takashiro, Takeshi Kojima, Andrew Gambardella, Qi Cao, Yusuke Iwasawa, Yutaka Matsuo

机构 * The University of Tokyo（东京大学）

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

Comments Accepted at ACL 2025 (Findings)

2506.00805 2025-06-03 cs.CV cs.CL 83%

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models

Songtao Jiang, Yan Zhang, Yeying Jin, Zhihang Tang, Yangyang Wu, Yang Feng, Jian Wu, Zuozhu Liu

机构 * Zhejiang University（浙江大学）； Byte Dance（字节跳动）； National University of Singapore（新加坡国立大学）； Angelalign Inc China（Angelalign中国公司）； Zhejiang Key Laboratory of Medical Imaging Artificial Intelligence（浙江省医学影像人工智能重点实验室）

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

2506.00570 2025-06-03 cs.AI 83%

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge

Liang Geng

机构 * College of Mechanical and Electrical Engineering, Shijiazhuang University（石家庄大学机械与电气工程学院）； School of Artificial Intelligence, Beijing University of Posts and Telecommunications（北京邮电大学人工智能学院）； The Key Laboratory of Agricultural Robotics Intelligent Perception in Shijiazhuang（石家庄农业机器人智能感知重点实验室）

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

2408.00989 2025-05-30 cs.AI 83%

On the Resilience of LLM-Based Multi-Agent Collaboration with Faulty Agents

Jen-tse Huang, Jiaxu Zhou, Tailin Jin, Xuhui Zhou, Zixi Chen, Wenxuan Wang, Youliang Yuan, Michael R. Lyu, Maarten Sap

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

Comments 9 pages of main text; 12 pages of appendix

2412.12040 2025-05-28 cs.CL 83%

How Private are Language Models in Abstractive Summarization?

Anthony Hughes, Ning Ma, Nikolaos Aletras

机构 * School of Computer Science, University of Sheffield（计算机科学学院，谢菲尔德大学）

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

2505.20020 2025-05-27 cs.LG cs.SE 83%

Ontology- and LLM-based Data Harmonization for Federated Learning in Healthcare

Natallia Kokash, Lei Wang, Thomas H. Gillespie, Adam Belloum, Paola Grosso, Sara Quinney, Lang Li, Bernard de Bono

机构 * Institute of Informatics University of Amsterdam（信息学院阿姆斯特丹大学）； College of Medicine The Ohio State University（医学学院俄亥俄州立大学）； Department of Neuroscience University of California（神经科学系加州大学）； School of Medicine Indiana University（医学院印第安纳大学）

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

Comments Related dataset: https://doi.org/10.5281/zenodo.15411810

2505.17625 2025-05-26 cs.CL cs.CV 83%

Enhancing Large Vision-Language Models with Layout Modality for Table Question Answering on Japanese Annual Securities Reports

Hayato Aida, Kosuke Takahashi, Takahiro Omi

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

Comments Accepted at IIAI AAI 2025, the 3rd International Conference on Computational and Data Sciences in Economics and Finance

2505.12439 2025-05-20 cs.CL 83%

Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games

Jinming Zhang, Yunfei Long

机构 * University of Essex（埃塞克斯大学）； Queen Mary University of London（伦敦大学玛丽女王学院）

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

1. 领域大模型 12597 篇

Purely Semantic Indexing for LLM-based Generative Recommendation and Retrieval

Factuality Beyond Coherence: Evaluating LLM Watermarking Methods for Medical Texts

SycEval: Evaluating LLM Sycophancy

Integrating Text and Time-Series into (Large) Language Models to Predict Medical Outcomes

Knowledge-Augmented Vision Language Models for Underwater Bioacoustic Spectrogram Analysis

Toward a robust lesion detection model in breast DCE-MRI: adapting foundation models to high-risk women

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation

Automated Clinical Problem Detection from SOAP Notes using a Collaborative Multi-Agent LLM Architecture

From Canonical to Complex: Benchmarking LLM Capabilities in Undergraduate Thermodynamics

MCP-Bench: Benchmarking Tool-Using LLM Agents with Complex Real-World Tasks via MCP Servers

Quantifying Loss Aversion in Cyber Adversaries via LLM Analysis

From Legacy to Standard: LLM-Assisted Transformation of Cybersecurity Playbooks into CACAO Format

VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings

CoVE: Compressed Vocabulary Expansion Makes Better LLM-based Recommender Systems

LLM-Driven Medical Document Analysis: Enhancing Trustworthy Pathology and Differential Diagnosis

MedTVT-R1: A Multimodal LLM Empowering Medical Reasoning and Diagnosis

LLM-Powered Intent-Based Categorization of Phishing Emails

GuideBench: Benchmarking Domain-Oriented Guideline Following for LLM Agents

ImmunoFOMO: Are Language Models missing what oncologists see?

MMREC: LLM Based Multi-Modal Recommender System

Structured Semantics from Unstructured Notes: Language Model Approaches to EHR-Based Decision Support

Evaluating the Effectiveness of Linguistic Knowledge in Pretrained Language Models: A Case Study of Universal Dependencies

Answer When Needed, Forget When Not: Language Models Pretend to Forget via In-Context Knowledge Unlearning

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge

On the Resilience of LLM-Based Multi-Agent Collaboration with Faulty Agents

How Private are Language Models in Abstractive Summarization?

Ontology- and LLM-based Data Harmonization for Federated Learning in Healthcare

Enhancing Large Vision-Language Models with Layout Modality for Table Question Answering on Japanese Annual Securities Reports

Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games