语言大模型 / LLM

VizGenie: Toward Self-Refining, Domain-Aware Workflows for Next-Generation Scientific Visualization

Ayan Biswas, Terece L. Turton, Nishath Rajiv Ranasinghe, Shawn Jones, Bradley Love, William Jones, Aric Hagberg, Han-Wei Shen, Nathan DeBardeleben, Earl Lawrence

机构 * Los Alamos National Laboratory（洛斯阿拉莫斯国家实验室） ； Coastal Carolina University（海岸卡罗来纳大学） ； Ohio State University（俄亥俄州立大学） 纠错

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

SciToolAgent: A Knowledge Graph-Driven Scientific Agent for Multi-Tool Integration

Keyan Ding, Jing Yu, Junjie Huang, Yuchen Yang, Qiang Zhang, Huajun Chen

机构 * College of Computer Science and Technology（计算机科学与技术学院） ； Zhejiang University（浙江大学） ； Zhejiang Key Laboratory of Intelligent Manufacturing for Functional Chemicals（功能化学品智能制造重点实验室） ； ZJU-Hangzhou Global Scientific and Technological Innovation Center（浙大杭州国际科学技术创新中心） ； ZJU-UIUC Institute（浙大UIUC研究院） ； The Polytechnic Institute（技术学院） ； State Key Laboratory of Ocean Sensing（海洋感知国家重点实验室） 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

Comments 21 pages, 6 figures

Causal Graph Fuzzy LLMs: A First Introduction and Applications in Time Series Forecasting

Omid Orang, Patricia O. Lucas, Gabriel I. F. Paiva, Petronio C. L. Silva, Felipe Augusto Rocha da Silva, Adriano Alonso Veloso, Frederico Gadelha Guimaraes

机构 * Federal Institute of Northern Minas Gerais（巴西北矿联邦理工学院） ； Graduate Program in Electrical Engineering（电气工程研究生项目） ； Universidade Federal de Minas Gerais（伯南巴西联邦大学） ； Graduate Program in Computer Science（计算机科学研究生项目） ； Federal University of Minas Gerais（伯南巴西联邦大学） ； Future Lab（未来实验室） 纠错

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

Comments Accepted for publication at the Brazilian Congress of Artificial Intelligence (CBIC)

Retrieval-Augmented Clinical Benchmarking for Contextual Model Testing in Kenyan Primary Care: A Methodology Paper

Fred Mutisya, Shikoh Gitau, Christine Syovata, Diana Oigara, Ibrahim Matende, Muna Aden, Munira Ali, Ryan Nyotu, Diana Marion, Job Nyangena, Nasubo Ongoma, Keith Mbae, Elizabeth Wamicha, Eric Mibuari, Jean Philbert Nsengemana, Talkmore Chidede

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

Comments 29 pages, 6 figs, 6 tables. Companion methods paper forthcoming

Schemora: schema matching via multi-stage recommendation and metadata enrichment using off-the-shelf llms

Osman Erman Gungor, Derak Paulsen, William Kang

机构 * Principal Machine Learning Engineer Informatica（Informatica） ； Computer Science University of Wisconsin-Madison（威斯康星大学麦迪逊分校计算机科学系） ； Director of AI/ML Development Informatica（Informatica） 纠错

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

Comments 11 pages

Prompt engineering paradigms for medical applications: scoping review and recommendations for better practices

Jamil Zaghir, Marco Naguib, Mina Bjelogrlic, Aurélie Névéol, Xavier Tannier, Christian Lovis

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

Journal ref Journal of Medical Internet Research, 26, e60501 (2024)

CLI-RAG: A Retrieval-Augmented Framework for Clinically Structured and Context Aware Text Generation with LLMs

Garapati Keerthana, Manik Gupta

机构 * Birla Institute of Technology and Science, Pilani, Hyderabad, India（比拉理工学院和科学学院，海得拉巴，印度） 纠错

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

Comments 12 pages, 4 figures

MoFE-Time: Mixture of Frequency Domain Experts for Time-Series Forecasting Models

Yiwen Liu, Chenyu Zhang, Junjie Song, Siqi Chen, Sun Yin, Zihan Wang, Lingming Zeng, Yuji Cao, Junming Jiao

机构 * Li Auto Inc.（Li汽车公司） ； School of Artificial Intelligence , UCAS（人工智能学院，UCAS） 纠错

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

MedSyn: Enhancing Diagnostics with Human-AI Collaboration

Burcu Sayin, Ipek Baris Schlicht, Ngoc Vo Hong, Sara Allievi, Jacopo Staiano, Pasquale Minervini, Andrea Passerini

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

Comments Presented in the Trustworthy and Collaborative Artificial Intelligence Workshop 2025 (TCAI 2025) in the 4th International Conference Series on Hybrid Human-Artificial Intelligence (HHAI 2025)

FinSphere, a Real-Time Stock Analysis Agent Powered by Instruction-Tuned LLMs and Domain Tools

Shijie Han, Jingshu Zhang, Yiqing Shen, Kaiyuan Yan, Hongguang Li

机构 * JF SmartInvest Holdings Ltd.（JF SmartInvest控股有限公司） ； Columbia University（哥伦比亚大学） ； Shanghai University of Finance and Economics（上海财经大学） ； Johns Hopkins University（约翰霍普金斯大学） 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

AI Generated Text Detection Using Instruction Fine-tuned Large Language and Transformer-Based Models

Chinnappa Guggilla, Budhaditya Roy, Trupti Ramdas Chavan, Abdul Rahman, Edward Bowen

机构 * Enterprise Risk Services India Private Limited, India 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

Comments 7 pages, 3 figures

Explainable AI for Mental Health Emergency Returns: Integrating LLMs with Predictive Modeling

Abdulaziz Ahmed, Mohammad Saleem, Mohammed Alzeen, Badari Birur, Rachel E Fargason, Bradley G Burk, Ahmed Alhassan, Mohammed Ali Al-Garadi

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

From Intention To Implementation: Automating Biomedical Research via LLMs

Yi Luo, Linghang Shi, Yihao Li, Aobo Zhuang, Yeyun Gong, Ling Liu, Chen Lin

机构 * School of Informatics, National Institute for Data Science in Health and Medicine, Xiamen University, Xiamen（信息学院、医学数据科学国家研究院、厦门大学、厦门） ； School of Medicine, Xiamen University, Xiamen（医学院、厦门大学、厦门） ； Microsoft Research Asia, Beijing（微软亚洲研究院、北京） ； College of Computing, Georgia Institute of Technology, Atlanta（计算学院、佐治亚理工学院、亚特兰大） ； Zhongguancun Academy, Beijing（中关村学院、北京） 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

Comments To appear in SCIENCE CHINA Information Sciences. If you find our work useful, please cite us as: @article{ BioResearcher, author = "Yi Luo and Linghang Shi and Yihao Li and Aobo Zhuang and Yeyun Gong and Ling Liu and Chen Lin", title = "From Intention To Implementation: Automating Biomedical Research via LLMs", journal = "SCIENCE CHINA Information Sciences", year = "2025" }

Journal ref SCIENCE CHINA Information Science, 2025, 68(7): 78-95

On the Utility of Domain-Adjacent Fine-Tuned Model Ensembles for Few-shot Problems

Md Ibrahim Ibne Alam, Parikshit Ram, Soham Dan, Horst Samulowitz, Koushik Kar

机构 * Rensselaer Polytechnic Institute（拉特拉姆理工学院） ； IBM（国际商业机器公司） ； Microsoft（微软公司） 纠错

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

Comments Main paper is 14 pages, followed by references and appendix

GRAFT: A Graph-based Flow-aware Agentic Framework for Document-level Machine Translation

Himanshu Dutta, Sunny Manchanda, Prakhar Bapat, Meva Ram Gurjar, Pushpak Bhattacharyya

机构 * Indian Institute of Technology Bombay（印度理工学院班加罗尔分校） ； DYSL-AI, DRDO（DYSL-AI，国防研究与发展组织） 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

Preserving Privacy, Increasing Accessibility, and Reducing Cost: An On-Device Artificial Intelligence Model for Medical Transcription and Note Generation

Johnson Thomas, Ayush Mudgal, Wendao Liu, Nisten Tahiraj, Zeeshaan Mohammed, Dhruv Diddi

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

GAIus: Combining Genai with Legal Clauses Retrieval for Knowledge-based Assistant

Michał Matak, Jarosław A. Chudziak

机构 * Faculty of Electronics and Information Technology（电子与信息技术学院） 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

Comments 8 pages, 2 figures, presented at ICAART 2025, in proceedings of the 17th International Conference on Agents and Artificial Intelligence - Volume 3: ICAART

Text Production and Comprehension by Human and Artificial Intelligence: Interdisciplinary Workshop Report

Emily Dux Speltz

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

Uncovering Hidden Violent Tendencies in LLMs: A Demographic Analysis via Behavioral Vignettes

Quintin Myers, Yanjun Gao

机构 * Department of Surgery University of Colorado Anschutz（手术科大学科罗拉多州安舒茨分校） 纠错

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

Comments Under review

SceneGenAgent: Precise Industrial Scene Generation with Coding Agent

Xiao Xia, Dan Zhang, Zibo Liao, Zhenyu Hou, Tianrui Sun, Jing Li, Ling Fu, Yuxiao Dong

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

Comments Accepted to ACL 2025

Improving Clinical Note Generation from Complex Doctor-Patient Conversation

Yizhan Li, Sifan Wu, Christopher Smith, Thomas Lo, Bang Liu

机构 * Université de Montréal & Mila - Quebec AI（蒙特利尔大学及魁北克AI实验室） 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

The impact of fine tuning in LLaMA on hallucinations for named entity extraction in legal documentation

Francisco Vargas, Alejandro González Coene, Gaston Escalante, Exequiel Lobón, Manuel Pulido

机构 * FaCENA, Universidad Nacional del Nordeste（法塞纳国立东北大学） ； Legalhub S. A.（Legalhub公司） ； Instituto de Modelado e Innovación Tecnológica, CONICET（模型与技术创新研究所，CONICET） 纠错

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

Journal ref Electronic Journal of SADIO; vol. 24 (2025), no. 1

Can AI Validate Science? Benchmarking LLMs for Accurate Scientific Claim $\rightarrow$ Evidence Reasoning

Shashidhar Reddy Javaji, Yupeng Cao, Haohang Li, Yangyang Yu, Nikhil Muralidhar, Zining Zhu

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

Comments 21 pages, 6 figures, Under review

Tree-of-Debate: Multi-Persona Debate Trees Elicit Critical Thinking for Scientific Comparative Analysis

Priyanka Kargupta, Ishika Agarwal, Tal August, Jiawei Han

机构 * Department of Computer Science, University of Illinois at Urbana-Champaign（计算机科学系，伊利诺伊大学厄巴纳-香槟分校） 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

Comments ACL 2025 Main Conference. Code available at: https://github.com/pkargupta/tree-of-debate

LLMs Can Simulate Standardized Patients via Agent Coevolution

Zhuoyun Du, Lujie Zheng, Renjun Hu, Yuyang Xu, Xiawei Li, Ying Sun, Wei Chen, Jian Wu, Haolei Cai, Haohao Ying

机构 * State Key Lab of CAD & CG, Zhejiang University（浙江大学计算机辅助设计与图形学国家重点实验室） ； Zhejiang Polytechnic Institute, Polytechnic Institute, Zhejiang University（浙江工业大学之江学院） ； College of Computer Science & Technology, Zhejiang University（浙江大学计算机科学与技术学院） ； East China Normal University（华东师范大学） ； Sun Yat-sen University Cancer Center（中山大学肿瘤中心） ； School of Public Health, Zhejiang University（浙江大学公共卫生学院） ； Second Affiliated Hospital, Zhejiang University School of Medicine（浙江大学医学院第二附属医院） 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

Comments Accepted to ACL 2025

Facts Do Care About Your Language: Assessing Answer Quality of Multilingual LLMs

Yuval Kansal, Shmuel Berman, Lydia Liu

机构 * Princeton University（普林斯顿大学） 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

Journal ref Proceedings of Machine Learning Research 273:238-244, 2025

GRU: Mitigating the Trade-off between Unlearning and Retention for LLMs

Yue Wang, Qizhou Wang, Feng Liu, Wei Huang, Yali Du, Xiaojiang Du, Bo Han

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

MIR: Methodology Inspiration Retrieval for Scientific Research Problems

Aniketh Garikaparthi, Manasi Patwardhan, Aditya Sanjiv Kanade, Aman Hassan, Lovekesh Vig, Arman Cohan

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

Comments ACL 2025

MedPAIR: Measuring Physicians and AI Relevance Alignment in Medical Question Answering

Yuexing Hao, Kumail Alhamoud, Hyewon Jeong, Haoran Zhang, Isha Puri, Philip Torr, Mike Schaekermann, Ariel D. Stern, Marzyeh Ghassemi

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

AI Learning Algorithms: Deep Learning, Hybrid Models, and Large-Scale Model Integration

Noorbakhsh Amiri Golilarz, Elias Hossain, Abdoljalil Addeh, Keyan Alexander Rahimi

机构 * Department of Computer Science, The University of Alabama（计算机科学系，阿拉巴马大学） ； Department of Computer Science and Engineering, Mississippi State University（计算机科学与工程系，密苏里州立大学） ； Department of Biomedical Engineering, Schulich School of Engineering, University of Calgary（生物医学工程系，施密特工程学院，卡尔加里大学） ； Department of Computer Science, Brown University（计算机科学系，布朗大学） 纠错

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