语言大模型 / LLM

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

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

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） 纠错

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)

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） 纠错

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

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） 纠错

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

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） 纠错

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

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）） 纠错

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

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）） 纠错

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

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） 纠错

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

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 纠错

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

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） 纠错

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

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

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

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） 纠错

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)

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） 纠错

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

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） 纠错

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

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

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） 纠错

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

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） 纠错

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

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

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） 纠错

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

Item-Language Model for Conversational Recommendation

Li Yang, Anushya Subbiah, Hardik Patel, Judith Yue Li, Yanwei Song, Reza Mirghaderi, Vikram Aggarwal, Qifan Wang

机构 * Google Research（谷歌研究） 纠错

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

Comments 15 pages, 3 figures

BioVFM-21M: Benchmarking and Scaling Self-Supervised Vision Foundation Models for Biomedical Image Analysis

Jiarun Liu, Hong-Yu Zhou, Weijian Huang, Hao Yang, Dongning Song, Tao Tan, Yong Liang, Shanshan Wang

机构 * Paul C. Lauterbur Research Center for Biomedical Imaging（生物医学成像保罗·劳特伯研究中心） ； Shenzhen Institutes of Advanced Technology（深圳先进技术研究院） ； Chinese Academy of Sciences（中国科学院） ； Pengcheng Laboratory（鹏城实验室） ； University of Chinese Academy of Sciences（中国科学院大学） ； Faculty of Applied Sciences（应用科学学院） 纠错

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

Comments 11 pages, 4 figures

QBD-RankedDataGen: Generating Custom Ranked Datasets for Improving Query-By-Document Search Using LLM-Reranking with Reduced Human Effort

Sriram Gopalakrishnan, Sunandita Patra

机构 * Sriram Gopalakrishnan（独立研究者） ； Sunandita Patra（独立研究者） 纠错

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

Comments 13 pages

LASSI: An LLM-based Automated Self-Correcting Pipeline for Translating Parallel Scientific Codes

Matthew T. Dearing, Yiheng Tao, Xingfu Wu, Zhiling Lan, Valerie Taylor

机构 * University of Illinois Chicago（伊利诺伊大学芝加哥分校） ； Argonne National Laboratory（阿贡国家实验室） 纠错

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

Comments 8 pages, 1 figure, 7 tables

Journal ref 2024 IEEE International Conference on Cluster Computing Workshops (CLUSTER Workshops), pp. 136-143

An Integrated Framework for Contextual Personalized LLM-Based Food Recommendation

Ali Rostami

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

Comments Doctorate Thesis, University of California, Irvine 2024

Replay to Remember: Retaining Domain Knowledge in Streaming Language Models

Sneh Pillai

机构 * University of Massachusetts Dartmouth（马萨诸塞大学达特茅斯分校） 纠错

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

Comments 8 pages 3 figures, 3 tables

Improving Representation of High-frequency Components for Medical Visual Foundation Models

Yuetan Chu, Yilan Zhang, Zhongyi Han, Changchun Yang, Longxi Zhou, Gongning Luo, Chao Huang, Xin Gao

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

Journal ref IEEE Transactions on Medical Imaging (2025)

Bridging the Semantic Gaps: Improving Medical VQA Consistency with LLM-Augmented Question Sets

Yongpei Ma, Pengyu Wang, Adam Dunn, Usman Naseem, Jinman Kim

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

Comments The first two listed authors contributed equally to this work

Enhance Then Search: An Augmentation-Search Strategy with Foundation Models for Cross-Domain Few-Shot Object Detection

Jiancheng Pan, Yanxing Liu, Xiao He, Long Peng, Jiahao Li, Yuze Sun, Xiaomeng Huang

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

Comments 9 pages, 6 figures