语言大模型 / LLM

Summarization for Generative Relation Extraction in the Microbiome Domain

Oumaima El Khettari, Solen Quiniou, Samuel Chaffron

机构 * Nantes Université, École Centrale Nantes, CNRS, LS2N, UMR 6004（南特大学、中央理工学院、CNRS、LS2N、UMR 6004） 纠错

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

Evaluating LLMs Across Multi-Cognitive Levels: From Medical Knowledge Mastery to Scenario-Based Problem Solving

Yuxuan Zhou, Xien Liu, Chenwei Yan, Chen Ning, Xiao Zhang, Boxun Li, Xiangling Fu, Shijin Wang, Guoping Hu, Yu Wang, Ji Wu

机构 * Department of Electronic Engineering, Tsinghua University, Beijing, China（清华大学电子工程系） ； College of AI, Tsinghua University, Beijing, China（清华大学人工智能学院） ； School of Computer Science, Beijing University of Posts and Telecommunications, Beijing, China（北京邮电大学计算机科学学院） ； iFLYTEK Research, Hefei, China（iFLYTEK研究院） 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 20 pages, 11 figures. Accepted by ICML 2025

C-PATH: Conversational Patient Assistance and Triage in Healthcare System

Qi Shi, Qiwei Han, Cláudia Soares

机构 * School of Business and Economics（商业与经济学院） ； School of Science and Technology（科学与技术学院） 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 in IEEE ICDH 2025, 10 pages, 8 figures, 5 tables

JurisCTC: Enhancing Legal Judgment Prediction via Cross-Domain Transfer and Contrastive Learning

Zhaolu Kang, Hongtian Cai, Xiangyang Ji, Jinzhe Li, Nanfei Gu

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

Comments Accepted in International Joint Conference on Neural Networks (IJCNN) 2025

ClinBench-HPB: A Clinical Benchmark for Evaluating LLMs in Hepato-Pancreato-Biliary Diseases

Yuchong Li, Xiaojun Zeng, Chihua Fang, Jian Yang, Fucang Jia, Lei Zhang

机构 * The Hong Kong Polytechnic University（香港理工大学） ； Shenzhen Institutes of Advanced Technology, CAS（深圳先进技术研究院） ； Zhujiang Hospital, Southern Medical University（南方医科大学珠江医院） ； The Key Laboratory of Biomedical Imaging Science and System, CAS（生物医学成像科学与系统重点实验室） 纠错

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

HW-V2W-Map: Hardware Vulnerability to Weakness Mapping Framework for Root Cause Analysis with GPT-assisted Mitigation Suggestion

Yu-Zheng Lin, Muntasir Mamun, Muhtasim Alam Chowdhury, Shuyu Cai, Mingyu Zhu, Banafsheh Saber Latibari, Kevin Immanuel Gubbi, Najmeh Nazari Bavarsad, Arjun Caputo, Avesta Sasan, Houman Homayoun, Setareh Rafatirad, Pratik Satam, Soheil Salehi

机构 * University of Arizona（亚利桑那大学） ； University of California Davis（加州大学戴维斯分校） 纠错

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

Comments 22 pages, 10 pages appendix, 10 figures, Submitted to ACM TODAES

GRAM: Generative Recommendation via Semantic-aware Multi-granular Late Fusion

Sunkyung Lee, Minjin Choi, Eunseong Choi, Hye-young Kim, Jongwuk Lee

机构 * Sungkyunkwan University（全北大学） ； Samsung Research（三星研究） 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 ACL 2025 (Main Conference)

OntoRAG: Enhancing Question-Answering through Automated Ontology Derivation from Unstructured Knowledge Bases

Yash Tiwari, Owais Ahmad Lone, Mayukha Pal

机构 * ABB Ability Innovation Center（ABB能力创新中心） 纠错

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

Automating Legal Interpretation with LLMs: Retrieval, Generation, and Evaluation

Kangcheng Luo, Quzhe Huang, Cong Jiang, Yansong Feng

机构 * Wangxuan Institute of Computer Technology, Peking University（北京大学王轩计算机技术研究所） ； Institute for Artificial Intelligence, Peking University（北京大学人工智能研究所） ； Peking University Law School（北京大学法学院） 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 ACL 2025 Main Conference

Can Graph Neural Networks Learn Language with Extremely Weak Text Supervision?

Zihao Li, Lecheng Zheng, Bowen Jin, Dongqi Fu, Baoyu Jing, Yikun Ban, Jingrui He, Jiawei Han

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Meta AI 纠错

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

Comments ACL 2025 Main Conference, 27 pages

Generative AI in Health Economics and Outcomes Research: A Taxonomy of Key Definitions and Emerging Applications, an ISPOR Working Group Report

Rachael Fleurence, Xiaoyan Wang, Jiang Bian, Mitchell K. Higashi, Turgay Ayer, Hua Xu, Dalia Dawoud, Jagpreet Chhatwal

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

Comments 36 pages, 1 figure, 2 tables

A Practical Approach for Building Production-Grade Conversational Agents with Workflow Graphs

Chiwan Park, Wonjun Jang, Daeryong Kim, Aelim Ahn, Kichang Yang, Woosung Hwang, Jihyeon Roh, Hyerin Park, Hyosun Wang, Min Seok Kim, Jihoon Kang

机构 * Kakao 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 ACL 2025 Industry Track. 12 pages, 5 figures

MedRAX: Medical Reasoning Agent for Chest X-ray

Adibvafa Fallahpour, Jun Ma, Alif Munim, Hongwei Lyu, Bo Wang

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

Comments 16 pages, 4 figures, 5 Tables

Experience Retrieval-Augmentation with Electronic Health Records Enables Accurate Discharge QA

Justice Ou, Tinglin Huang, Yilun Zhao, Ziyang Yu, Peiqing Lu, Rex Ying

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Yale University（耶鲁大学） ； University of Waterloo（滑铁卢大学） 纠错

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

TeroSeek: An AI-Powered Knowledge Base and Retrieval Generation Platform for Terpenoid Research

Xu Kang, Siqi Jiang, Kangwei Xu, Jiahao Li, Ruibo Wu

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

Comments 18 pages, 4 figures

Sci-LoRA: Mixture of Scientific LoRAs for Cross-Domain Lay Paraphrasing

Ming Cheng, Jiaying Gong, Hoda Eldardiry

机构 * Virginia Tech（弗吉尼亚理工大学） 纠错

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

Comments 18 pages, 3 figures, ACL 2025 Findings

CLaDMoP: Learning Transferrable Models from Successful Clinical Trials via LLMs

Yiqing Zhang, Xiaozhong Liu, Fabricio Murai

机构 * Worcester Polytechnic Institute（沃斯特理工学院） 纠错

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

Comments Accepted and to be published in KDD2025

Training Turn-by-Turn Verifiers for Dialogue Tutoring Agents: The Curious Case of LLMs as Your Coding Tutors

Jian Wang, Yinpei Dai, Yichi Zhang, Ziqiao Ma, Wenjie Li, Joyce Chai

机构 * The Hong Kong Polytechnic University（香港理工大学） ； University of Michigan（密歇根大学） 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 Findings of ACL 2025

GemMaroc: Unlocking Darija Proficiency in LLMs with Minimal Data

Abderrahman Skiredj, Ferdaous Azhari, Houdaifa Atou, Nouamane Tazi, Ismail Berrada

机构 * College of Computing, Mohammed VI Polytechnic University（计算学院，穆莱·伊斯梅尔polytechnic大学） ； Hugging Face ； National Institute of Posts and Telecoms（国家电信研究所） 纠错

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

Prompt Stability Matters: Evaluating and Optimizing Auto-Generated Prompt in General-Purpose Systems

Ke Chen, Yufei Zhou, Xitong Zhang, Haohan Wang

机构 * School of Information Sciences, University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校信息科学学院） ； Department of Economics, Duke University（杜克大学经济系） 纠错

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

Enhancing Low-Resource Minority Language Translation with LLMs and Retrieval-Augmented Generation for Cultural Nuances

Chen-Chi Chang, Chong-Fu Li, Chu-Hsuan Lee, Hung-Shin Lee

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 IntelliSys 2025

CURIE: Evaluating LLMs On Multitask Scientific Long Context Understanding and Reasoning

Hao Cui, Zahra Shamsi, Gowoon Cheon, Xuejian Ma, Shutong Li, Maria Tikhanovskaya, Peter Norgaard, Nayantara Mudur, Martyna Plomecka, Paul Raccuglia, Yasaman Bahri, Victor V. Albert, Pranesh Srinivasan, Haining Pan, Philippe Faist, Brian Rohr, Ekin Dogus Cubuk, Muratahan Aykol, Amil Merchant, Michael J. Statt, Dan Morris, Drew Purves, Elise Kleeman, Ruth Alcantara, Matthew Abraham, Muqthar Mohammad, Ean Phing VanLee, Chenfei Jiang, Elizabeth Dorfman, Eun-Ah Kim, Michael P Brenner, Viren Jain, Sameera Ponda, Subhashini Venugopalan

机构 * Google（谷歌） ； Harvard（哈佛大学） ； University of Zurich（苏黎世大学） ； NIST（国家标准与技术研究院） ； UMD College Park（大学公园大学分校） ； Rutgers（罗格斯大学） ； FU Berlin（柏林自由大学） ； Modelyst ； Cornell（康奈尔大学） 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 at ICLR 2025 main conference

Mapping Biomedical Ontology Terms to IDs: Effect of Domain Prevalence on Prediction Accuracy

Thanh Son Do, Daniel B. Hier, Tayo Obafemi-Ajayi

机构 * Computer Science Department（计算机科学系） ； Missouri State University（密苏里州立大学） ； Kummer Institute Center for AI and AS（Kummer研究所人工智能与自动系统中心） ； Missouri University of Science & Technology（密苏里科技大学） ； Cooperative Engineering Program（合作工程计划） 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 Presented at 2025 IEEE Conference on Artificial Intelligence (CAI). Santa Clara, CA. May 5, 2025

Journal ref 2025 IEEE Conference on Artificial Intelligence (CAI)

RETQA: A Large-Scale Open-Domain Tabular Question Answering Dataset for Real Estate Sector

Zhensheng Wang, Wenmian Yang, Kun Zhou, Yiquan Zhang, Weijia Jia

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

Comments This paper is accepted by AAAI 2025

Bridging Legal Knowledge and AI: Retrieval-Augmented Generation with Vector Stores, Knowledge Graphs, and Hierarchical Non-negative Matrix Factorization

Ryan C. Barron, Maksim E. Eren, Olga M. Serafimova, Cynthia Matuszek, Boian S. Alexandrov

机构 * Theoretical Division, Los Alamos National Laboratory（洛斯阿拉莫斯国家实验室理论部） ； CSEE, UMBC（UMBC计算机与工程系） ； Holland & Hart LLP（霍尔德与哈特律师事务所） 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 10 pages, 8 figures, 5 tables

HiPerRAG: High-Performance Retrieval Augmented Generation for Scientific Insights

Ozan Gokdemir, Carlo Siebenschuh, Alexander Brace, Azton Wells, Brian Hsu, Kyle Hippe, Priyanka V. Setty, Aswathy Ajith, J. Gregory Pauloski, Varuni Sastry, Sam Foreman, Huihuo Zheng, Heng Ma, Bharat Kale, Nicholas Chia, Thomas Gibbs, Michael E. Papka, Thomas Brettin, Francis J. Alexander, Anima Anandkumar, Ian Foster, Rick Stevens, Venkatram Vishwanath, Arvind Ramanathan

机构 * Argonne National Laboratory（阿贡国家实验室） ； The University of Chicago（芝加哥大学） ； NVIDIA Inc.（NVIDIA公司） ； University of Illinois Chicago（伊利诺伊大学芝加哥分校） ； California Institute of Technology（加州理工学院） 纠错

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

Comments This paper has been accepted at the Platform for Advanced Scientific Computing Conference (PASC 25), June 16-18, 2025, Brugg-Windisch, Switzerland

Wide & Deep Learning for Node Classification

Yancheng Chen, Wenguo Yang, Zhipeng Jiang

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

Comments 16 pages, 6 figures, 13 tables

Subset Selection for Fine-Tuning: A Utility-Diversity Balanced Approach for Mathematical Domain Adaptation

Madhav Kotecha, Vijendra Kumar Vaishya, Smita Gautam, Suraj Racha

机构 * Department of Computer Science and Engineering IIT Bombay（印度理工学院班加罗尔计算机科学与工程系） ； Koita Centre for Digital Health IIT Bombay（IIT班加罗尔数字健康中心） 纠错

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

Comments 9 pages

Investigating Task Arithmetic for Zero-Shot Information Retrieval

Marco Braga, Pranav Kasela, Alessandro Raganato, Gabriella Pasi

机构 * Department of Informatics, Systems and Communication - DISCo, University of Milano-Bicocca（信息学、系统与通信系 - DISCo，米兰-比科卡大学） ； DAUIN Dipartimento di Automatica e Informatica, Politecnico di Torino（DAUIN 自动控制与信息系，托斯卡纳理工学院） 纠错

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

Comments Accepted in SIGIR '25

Jailbreak Detection in Clinical Training LLMs Using Feature-Based Predictive Models

Tri Nguyen, Lohith Srikanth Pentapalli, Magnus Sieverding, Laurah Turner, Seth Overla, Weibing Zheng, Chris Zhou, David Furniss, Danielle Weber, Michael Gharib, Matt Kelleher, Michael Shukis, Cameron Pawlik, Kelly Cohen

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