语言大模型 / LLM

An Ensemble Classification Approach in A Multi-Layered Large Language Model Framework for Disease Prediction

Ali Hamdi, Malak Mohamed, Rokaia Emad, Khaled Shaban

机构 * Dept. of Computer Science, Qatar University, Doha, Qatar（计算机科学系，卡塔尔大学，多哈） 纠错

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

DeepSeek performs better than other Large Language Models in Dental Cases

Hexian Zhang, Xinyu Yan, Yanqi Yang, Lijian Jin, Ping Yang, Junwen 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

Comments Abstract word count: 171; Total word count: 3130; Total number of tables: 2; Total number of figures: 3; Number of references: 32

Empowering Large Language Model for Sequential Recommendation via Multimodal Embeddings and Semantic IDs

Yuhao Wang, Junwei Pan, Xinhang Li, Maolin Wang, Yuan Wang, Yue Liu, Dapeng Liu, Jie Jiang, Xiangyu Zhao

机构 * City University of Hong Kong（香港城市大学） ； Tencent Inc.（腾讯公司） ； Tsinghua University（清华大学） 纠错

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

Comments CIKM 2025 Full Research Paper

Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey

Zirui Song, Bin Yan, Yuhan Liu, Miao Fang, Mingzhe Li, Rui Yan, Xiuying Chen

机构 * Mohamed bin Zayed University of Artificial Intelligence（Mohamed bin Zayed大学） ； Northeastern University（东北大学） ； Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学人工智能学院） ； ByteDance（字节跳动） ； Wuhan University（武汉大学） 纠错

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

Comments EMNLP 2025 findings

Investigation of the Inter-Rater Reliability between Large Language Models and Human Raters in Qualitative Analysis

Nikhil Sanjay Borse, Ravishankar Chatta Subramaniam, N. Sanjay Rebello

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

Comments 7 pages, 4 figures, Physics Education Research Conference 2025

RankAlign: A Ranking View of the Generator-Validator Gap in Large Language Models

Juan Diego Rodriguez, Wenxuan Ding, Katrin Erk, Greg Durrett

机构 * Department of Computer Science（计算机科学系） ； Department of Linguistics（语言学系） ； The University of Texas at Austin（德克萨斯大学奥斯汀分校） 纠错

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

Comments Published at COLM 2025

RewardDS: Privacy-Preserving Fine-Tuning for Large Language Models via Reward Driven Data Synthesis

Jianwei Wang, Chengming Shi, Junyao Yang, Haoran Li, Qianli Ma, Huiping Zhuang, Cen Chen, Ziqian Zeng

机构 * South China University of Technology（华南理工大学） 纠错

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

Comments Accepted by EMNLP2025 Main

Contemporary Agent Technology: LLM-Driven Advancements vs Classic Multi-Agent Systems

Costin Bădică, Amelia Bădică, Maria Ganzha, Mirjana Ivanović, Marcin Paprzycki, Dan Selişteanu, Zofia Wrona

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

Comments The paper has 33 pages and it contains 1 figure and 2 tables

LLMs for LLMs: A Structured Prompting Methodology for Long Legal Documents

Strahinja Klem, Noura Al Moubayed

机构 * Department of Computer Science, Durham University, Stockton Road, Durham, DH1 3LE, United Kingdom.（计算机科学系，杜伦大学） 纠错

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

Comments 20 pages, 6 figures, 4 tables,

Deep Binding of Language Model Virtual Personas: a Study on Approximating Political Partisan Misperceptions

Minwoo Kang, Suhong Moon, Seung Hyeong Lee, Ayush Raj, Joseph Suh, David M. Chan, John Canny

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

Comments COLM 2025

Detecting LLM-assisted writing in scientific communication: Are we there yet?

Teddy Lazebnik, Ariel Rosenfeld

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

Cloud-Device Collaborative Agents for Sequential Recommendation

Jing Long, Sirui Huang, Huan Huo, Tong Chen, Hongzhi Yin, Guandong Xu

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

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） 纠错

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

BrainWave: A Brain Signal Foundation Model for Clinical Applications

Zhizhang Yuan, Fanqi Shen, Meng Li, Yuguo Yu, Chenhao Tan, Yang Yang

机构 * Computer Science and Technology（计算机科学与技术） ； Zhejiang University（浙江大学） ； Chinese Academy of Sciences（中国科学院） ； INSIDE Institute for Biological and Artificial Intelligence（生物与人工智能研究所） ； Research Institute of Intelligent and Complex Systems（智能与复杂系统研究所） ； Fudan University（复旦大学） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； University of Chicago（芝加哥大学） 纠错

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

Comments 32 pages, 14 figures

Point, Detect, Count: Multi-Task Medical Image Understanding with Instruction-Tuned Vision-Language Models

Sushant Gautam, Michael A. Riegler, Pål Halvorsen

机构 * Simula Metropolitan Center for Digital Engineering (SimulaMet), Norway（Simula数字工程中心（SimulaMet）） ； Oslo Metropolitan University (OsloMet), Norway（奥斯陆 Metropolitan 大学（OsloMet）） ； Simula Research Laboratory, Norway（Simula研究实验室） 纠错

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

Comments Accepted as a full paper at the 38th IEEE International Symposium on Computer-Based Medical Systems (CBMS) 2025

Compiling Prompts, Not Crafting Them: A Reproducible Workflow for AI-Assisted Evidence Synthesis

Teo Susnjak

机构 * School of Mathematical and Computational Sciences（数学与计算科学学院） ； Massey University（马希大学） 纠错

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

Simplifying Traffic Anomaly Detection with Video Foundation Models

Svetlana Orlova, Tommie Kerssies, Brunó B. Englert, Gijs Dubbelman

机构 * Eindhoven University of Technology（埃因霍温理工大学） 纠错

专题命中 领域大模型 ：foundation model(title,abstract)

Comments ICCVW 2025 accepted. Code: https://github.com/tue-mps/simple-tad

A Modality-agnostic Multi-task Foundation Model for Human Brain Imaging

Peirong Liu, Oula Puonti, Xiaoling Hu, Karthik Gopinath, Annabel Sorby-Adams, Daniel C. Alexander, W. Taylor Kimberly, Juan E. Iglesias

专题命中 领域大模型 ：foundation model(title,abstract)

Comments 16 pages

Agentic Workflow for Education: Concepts and Applications

Yuan-Hao Jiang, Yijie Lu, Ling Dai, Jiatong Wang, Ruijia Li, Bo Jiang

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

Comments Proceedings of the 33rd International Conference on Computers in Education (ICCE 2025). Asia-Pacific Society for Computers in Education

KoBLEX: Open Legal Question Answering with Multi-hop Reasoning

Jihyung Lee, Daehui Kim, Seonjeong Hwang, Hyounghun Kim, Gary Lee

机构 * Graduate School of Artificial Intelligence, POSTECH, Republic of Korea（人工智能研究生院，POSTECH，韩国） ； Department of Computer Science and Engineering, POSTECH, Republic of Korea（计算机科学与工程系，POSTECH，韩国） ； AI Future Lab, KT, Republic of Korea（AI未来实验室，KT，韩国） 纠错

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

Comments EMNLP 2025 Main Conference

MedResearcher-R1: Expert-Level Medical Deep Researcher via A Knowledge-Informed Trajectory Synthesis Framework

Ailing Yu, Lan Yao, Jingnan Liu, Zhe Chen, Jiajun Yin, Yuan Wang, Xinhao Liao, Zhiling Ye, Ji Li, Yun Yue, Hansong Xiao, Hualei Zhou, Chunxiao Guo, Peng Wei, Junwei Liu, Jinjie Gu

机构 * Ant Group（蚂蚁集团） ； Harbin Institute of Technology（哈尔滨工业大学） 纠错

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

Comments 13 pages, 5 figures

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs

Kaiwen Wei, Jinpeng Gao, Jiang Zhong, Yuming Yang, Fengmao Lv, Zhenyang Li

机构 * Chongqing University（重庆大学） ； Southwest Jiaotong University（西南交通大学） ； Hong Kong Generative AI Research and Development Center（香港生成式人工智能研究与发展中心） ； City University of Hong Kong（香港城市大学） 纠错

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

How Real Is AI Tutoring? Comparing Simulated and Human Dialogues in One-on-One Instruction

Ruijia Li, Yuan-Hao Jiang, Jiatong Wang, Bo Jiang

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

Comments Proceedings of the 33rd International Conference on Computers in Education (ICCE 2025). Asia-Pacific Society for Computers in Education

MedSEBA: Synthesizing Evidence-Based Answers Grounded in Evolving Medical Literature

Juraj Vladika, Florian Matthes

机构 * Technical University of Munich Department of Computer Science（慕尼黑技术大学计算机科学系） 纠错

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

Comments Accepted to CIKM 2025

An Epidemiological Knowledge Graph extracted from the World Health Organization's Disease Outbreak News

Sergio Consoli, Pietro Coletti, Peter V. Markov, Lia Orfei, Indaco Biazzo, Lea Schuh, Nicolas Stefanovitch, Lorenzo Bertolini, Mario Ceresa, Nikolaos I. Stilianakis

机构 * European Commission, Joint Research Centre (JRC)（欧洲委员会联合研究中心） ； Universitè catholique de Louvain, Institute of Health and Society (IRSS)（列日大学健康与社会研究所） ； London School of Hygiene and Tropical Medicine (LSHTM)（伦敦卫生与热带医学学院） 纠错

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

Comments 23 pages, 10 figures

Journal ref Scientific Data, 12, 970 (2025)

A Theoretical Framework of the Processes of Change in Psychotherapy Delivered by Artificial Agents

Arthur Bran Herbener, Malene Flensborg Damholdt

机构 * Department of Psychology and Behavioral Sciences（心理学与行为科学系） 纠错

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

Comments Submitted on 19 March 2025

M3Ret: Unleashing Zero-shot Multimodal Medical Image Retrieval via Self-Supervision

Che Liu, Zheng Jiang, Chengyu Fang, Heng Guo, Yan-Jie Zhou, Jiaqi Qu, Le Lu, Minfeng Xu

机构 * DAMO Academy, Alibaba Group（达摩院，阿里巴巴集团） ； Imperial College London（帝国理工学院） ； Tsinghua University（清华大学） ； Hupan Lab（华潘实验室） 纠错

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

Comments Technical Report

Can Smaller LLMs do better? Unlocking Cross-Domain Potential through Parameter-Efficient Fine-Tuning for Text Summarization

Anum Afzal, Mehul Kumawat, Florian Matthes

机构 * Technical University of Munich（慕尼黑技术大学） 纠错

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

RAG-PRISM: A Personalized, Rapid, and Immersive Skill Mastery Framework with Adaptive Retrieval-Augmented Tutoring

Gaurangi Raul, Yu-Zheng Lin, Karan Patel, Bono Po-Jen Shih, Matthew W. Redondo, Banafsheh Saber Latibari, Jesus Pacheco, Soheil Salehi, Pratik Satam

机构 * College of Information Science, University of Arizona, Tucson, AZ, USA（信息科学学院，亚利桑那大学） ； Department of Electrical and Computer Engineering, University of Arizona, Tucson, AZ, USA（电气与计算机工程系，亚利桑那大学） ； Department of Systems and Industrial Engineering, University of Arizona, Tucson, AZ, USA（系统与工业工程系，亚利桑那大学） ； Department of Industrial Engineering, University of Sonora, Hermosillo, Mexico（工业工程系，索诺拉大学） ； Leonhard Center for Enhancement of Engineering Education, The Pennsylvania State University, University Park, PA, USA（工程教育增强中心，宾夕法尼亚州立大学） 纠错

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

Comments 9 pages, 5 figures, Accepted by IEEE FIE 2025

PreGenie: An Agentic Framework for High-quality Visual Presentation Generation

Xiaojie Xu, Xinli Xu, Sirui Chen, Haoyu Chen, Fan Zhang, Ying-Cong Chen

机构 * The Hong Kong University of Science and Technology(Guangzhou)（香港科技大学（广州）） ； The Hong Kong University of Science and Technology（香港科技大学） ； Shanghai AI Laboratory（上海人工智能实验室） 纠错

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

Comments Accepted at EMNLP 2025, Findings