语言大模型 / LLM

LLM4Rec: Large Language Models for Multimodal Generative Recommendation with Causal Debiasing

Bo Ma, Hang Li, ZeHua Hu, XiaoFan Gui, LuYao Liu, Simon Lau

机构 * Department of Software \& Microelectronics Peking University Beijing, China ； Department of Software \& Microelectronics Peking University Beijing, China hangli\ ； Department of Software \& Microelectronics Peking University Beijing, China zehua\ ； Department of Software \& Microelectronics Peking University Beijing, China xiaofan\ ； Economic Law School China University of Political Science ； Peking University Changsha, 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

ARUQULA -- An LLM based Text2SPARQL Approach using ReAct and Knowledge Graph Exploration Utilities

Felix Brei, Lorenz Bühmann, Johannes Frey, Daniel Gerber, Lars-Peter Meyer, Claus Stadler, Kirill Bulert

机构 * Institute for Applied Informatics at Leipzig University（莱比锡大学应用信息学院） ； Leipzig University（莱比锡大学） ； Chemnitz Technical University（Chemnitz技术大学） 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 peer reviewed publication at Text2SPARQL Workshop @ ESWC 2025

Retrieval-Augmented Framework for LLM-Based Clinical Decision Support

Leon Garza, Anantaa Kotal, Michael A. Grasso, Emre Umucu

机构 * Dept. of Computer Science, The University of Texas at El Paso, USA（计算机科学系，德克萨斯大学埃尔帕索分校） ； Dept. of Emergency Medicine, University of Maryland School of Medicine, USA（急诊医学系，马里兰大学医学院） ； Dept. of Public Health Sciences, The University of Texas at El Paso, USA（公共卫生科学系，德克萨斯大学埃尔帕索分校） 纠错

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

Break the ID-Language Barrier: An Adaption Framework for LLM-based Sequential Recommendation

Xiaohan Yu, Li Zhang, Xin Zhao, Yue Wang

机构 * Huawei, Beijing, China（华为，北京，中国） ； Institute of Finance Technology, UCL, United Kingdom（金融技术研究所，UCL，英国） ； Civil, Environmental and Geomatic Engineering, UCL, United Kingdom（土木、环境与地理工程，UCL，英国） 纠错

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

LLM-Enhanced, Data-Driven Personalized and Equitable Clinician Scheduling: A Predict-then-Optimize Approach

Anjali Jha, Wanqing Chen, Maxim Eckmann, Ian Stockwell, Jianwu Wang, Kai Sun

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

Comments 10 pages, 5 figures, Accepted to IEEE ICDM 2025 Workshops Proceedings; IEEE Computer Society Press

AgentRec: Next-Generation LLM-Powered Multi-Agent Collaborative Recommendation with Adaptive Intelligence

Bo Ma, Hang Li, ZeHua Hu, XiaoFan Gui, LuYao Liu, Simon Lau

机构 * Department of Software \& Microelectronics Peking University Beijing, China ； Department of Software \& Microelectronics Peking University Beijing, China hangli\ ； Department of Software \& Microelectronics Peking University Beijing, China zehua\ ； Department of Software \& Microelectronics Peking University Beijing, China xiaofan\ ； Economic Law School China University of Political Science ； School of Computer Science Peking University Beijing, China 纠错

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

Audio-Enhanced Vision-Language Modeling with Latent Space Broadening for High Quality Data Expansion

Yu Sun, Yin Li, Ruixiao Sun, Chunhui Liu, Fangming Zhou, Ze Jin, Linjie Wang, Xiang Shen, Zhuolin Hao, Hongyu Xiong

机构 * ByteDance Inc.（字节跳动公司） 纠错

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

Clarifying Semantics of In-Context Examples for Unit Test Generation

Chen Yang, Lin Yang, Ziqi Wang, Dong Wang, Jianyi Zhou, Junjie Chen

机构 * College of Intelligence and Computing, Tianjin University, Tianjin, China（智能与计算学院，天津大学，天津，中国） ； Huawei Cloud Computing Technologies Co., Ltd., Beijing, China（华为云计算技术有限公司，北京，中国） 纠错

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

Comments accepted in the research track of ASE 2025

Source-Free Cross-Domain Continual Learning

Muhammad Tanzil Furqon, Mahardhika Pratama, Igor Škrjanc, Lin Liu, Habibullah Habibullah, Kutluyil Dogancay

机构 * STEM, University of South Australia（南澳大利亚大学STEM学院） ； Faculty of Electrical and Computer Engineering, University of Ljubljana（卢布尔雅那大学电气与计算机工程学院） 纠错

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

Towards Human-Centered RegTech: Unpacking Professionals' Strategies and Needs for Using LLMs Safely

Siying Hu, Yaxing Yao, Zhicong Lu

机构 * City University of Hong Kong（香港城市大学） ； Johns Hopkins University（约翰霍普金斯大学） ； George Mason University（乔治·马歇尔大学） 纠错

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

Comments Accepted to the 4th HCI+NLP@EMNLP 2025 Workshop. (Non-archival)

LOCA: Logical Chain Augmentation for Scientific Corpus Cleaning

You-Le Fang, Dong-Shan Jian, Xiang Li, Ce Meng, Ling-Shi Meng, Chen-Xu Yan, Zhi-Zhang Bian, Yan-Qing Ma

机构 * School of Physics, Peking University（北京大学物理学院） ； Center for High Energy Physics, Peking University（北京大学高等能源物理中心） 纠错

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

Comments 29 pages, 2 figures

Towards Effective E-Participation of Citizens in the European Union: The Development of AskThePublic

Nils Messerschmidt, Kilian Sprenkamp, Amir Sartipi, Xiaohui Wu, Igor Tchappi, Liudmila Zavolokina, Gilbert Fridgen

机构 * SnT, University of Luxembourg（SnT，卢森堡大学） ； University of Zurich（苏黎世大学） ； University of Lausanne（洛桑大学） 纠错

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

EyePCR: A Comprehensive Benchmark for Fine-Grained Perception, Knowledge Comprehension and Clinical Reasoning in Ophthalmic Surgery

Gui Wang, Yang Wennuo, Xusen Ma, Zehao Zhong, Zhuoru Wu, Ende Wu, Rong Qu, Wooi Ping Cheah, Jianfeng Ren, Linlin Shen

机构 * School of Computer Science & Software Engineering, Shenzhen University（深圳大学计算机科学与软件工程学院） ； School of Computer Science, University of Nottingham Ningbo China（诺丁汉大学宁波校区计算机科学学院） ； Wenzhou Medical University（温州医科大学） ； School of Computer Science, University of Nottingham（诺丁汉大学计算机科学学院） 纠错

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

Comments Strong accept by NeurIPS2025 Reviewers and AC

Cyber Academia-Chemical Engineering (CA-ChemE): A Living Digital Town for Self-Directed Research Evolution and Emergent Scientific Discovery

Zekun Jiang, Chunming Xu, Tianhang Zhou

机构 * State Key Laboratory of Heavy Oil Processing, College of Carbon Neutrality Future Technology, China University of Petroleum (Beijing), Beijing 102249, China（石油加工国家重点实验室，碳中和未来技术学院，中国石油大学（北京），北京102249） 纠错

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

A Locally Executable AI System for Improving Preoperative Patient Communication: A Multi-Domain Clinical Evaluation

Motoki Sato, Yuki Matsushita, Hidekazu Takahashi, Tomoaki Kakazu, Sou Nagata, Mizuho Ohnuma, Atsushi Yoshikawa, Masayuki Yamamura

专题命中 领域大模型 ：SLM(abstract)；分类 cs.AI

Comments 32 pages, 4 figures, 10 tables 32 pages, 4 figures, 10 tables. This paper is currently under review at ACM Transactions on Computing for Healthcare. Reproducibility resources: http://github.com/motokinaru/LENOHA-medical-dialogue

EMR-AGENT: Automating Cohort and Feature Extraction from EMR Databases

Kwanhyung Lee, Sungsoo Hong, Joonhyung Park, Jeonghyeop Lim, Juhwan Choi, Donghwee Yoon, Eunho Yang

机构 * AITRICS ； Korea Advanced Institute of Science and Technology（韩国科学技术院） 纠错

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

Comments currently under submission to ICLR 2026