语言大模型 / LLM

Assessing Consistency and Reproducibility in the Outputs of Large Language Models: Evidence Across Diverse Finance and Accounting Tasks

Julian Junyan Wang, Victor Xiaoqi 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、cs.LG

Comments 76 pages, 20 tables, 12 figures

Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media

Xiaofan Zhou, Zisu Wang, Janice Krieger, Mohan Zalake, Lu Cheng

机构 * University of Illinois at Chicago（伊利诺伊大学香槟分校） ； Colorado State University（科罗拉多州立大学） 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、cs.AI

Evaluating Large Language Models for Evidence-Based Clinical Question Answering

Can Wang, Yiqun Chen

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

Automated MCQA Benchmarking at Scale: Evaluating Reasoning Traces as Retrieval Sources for Domain Adaptation of Small Language Models

Ozan Gokdemir, Neil Getty, Robert Underwood, Sandeep Madireddy, Franck Cappello, Arvind Ramanathan, Ian T. Foster, Rick L. Stevens

机构 * Argonne National Laboratory（阿贡国家实验室） ； The University of Chicago（芝加哥大学） 纠错

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

Comments This manuscript has been accepted for publication at the Supercomputing 25 (SC '25) Conference (Frontiers in Generative AI for HPC Science and Engineering: Foundations, Challenges, and Opportunities Workshop) in St. Louis, MO, USA on November 16th, 2025. It will appear in the SC25 Workshop Proceedings after that date

ViScratch: Using Large Language Models and Gameplay Videos for Automated Feedback in Scratch

Yuan Si, Daming Li, Hanyuan Shi, Jialu Zhang

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

JustEva: A Toolkit to Evaluate LLM Fairness in Legal Knowledge Inference

Zongyue Xue, Siyuan Zheng, Shaochun Wang, Yiran Hu, Shenran Wang, Yuxin Yao, Haitao Li, Qingyao Ai, Yiqun Liu, Yun Liu, Weixing Shen

机构 * Tsinghua University（清华大学） ； Yale Law School（耶鲁法学院） ； Shanghai Jiaotong University（上海交通大学） ； University of Waterloo（滑铁卢大学） 纠错

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

Comments This paper has been accepted at CIKM 2025 (Demo Track)

MedicalOS: An LLM Agent based Operating System for Digital Healthcare

Jared Zhu, Junde Wu

机构 * University of Oxford（牛津大学） 纠错

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

Rethinking LLM-Based Recommendations: A Personalized Query-Driven Parallel Integration

Donghee Han, Hwanjun Song, Mun Yong Yi

机构 * KAIST（韩国科学技术院） 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

A Time-Series Foundation Model by Universal Delay Embedding

Zijian Wang, Peng Tao, Jifan Shi, Rui Bao, Rui Liu, Luonan Chen

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

SCOPE: Speech-guided COllaborative PErception Framework for Surgical Scene Segmentation

Jecia Z. Y. Mao, Francis X Creighton, Russell H Taylor, Manish Sahu

机构 * LCSR, 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)；foundation model(abstract)

!MSA at AraHealthQA 2025 Shared Task: Enhancing LLM Performance for Arabic Clinical Question Answering through Prompt Engineering and Ensemble Learning

Mohamed Tarek, Seif Ahmed, Mohamed Basem

机构 * Faculty of Computer Science, MSA University（计算机科学学院，MSA大学） 纠错

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

Comments 8 Pages , ArabicNLP 2025 , Co-located with EMNLP 2025

Building a General SimCLR Self-Supervised Foundation Model Across Neurological Diseases to Advance 3D Brain MRI Diagnoses

Emily Kaczmarek, Justin Szeto, Brennan Nichyporuk, Tal Arbel

机构 * McGill University（麦吉尔大学） ； Mila - Quebec Artificial Intelligence Institute（魁北克人工智能研究所） 纠错

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

Comments Accepted to ICCV 2025 Workshop CVAMD

Towards LLM Agents for Earth Observation

Chia Hsiang Kao, Wenting Zhao, Shreelekha Revankar, Samuel Speas, Snehal Bhagat, Rajeev Datta, Cheng Perng Phoo, Utkarsh Mall, Carl Vondrick, Kavita Bala, Bharath Hariharan

机构 * Cornell University（康奈尔大学） ； Columbia University（哥伦比亚大学） 纠错

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

Comments Accepted at ICML 2025 Workshop TerraBytes

A Survey on Memory-Efficient Transformer-Based Model Training in AI for Science

Kaiyuan Tian, Linbo Qiao, Baihui Liu, Gongqingjian Jiang, Shanshan Li, Dongsheng Li

机构 * College of Computer Science and Technology, National University of Defense Technology, Changsha 410073, China（计算机科学与技术学院，国防科技大学，长沙410073，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、cs.LG

Comments The article has been accepted by Frontiers of Computer Science (FCS), with the DOI: {10.1007/s11704-025-50302-6}

A Fully Open and Generalizable Foundation Model for Ultrasound Clinical Applications

Hongyuan Zhang, Yuheng Wu, Mingyang Zhao, Zhiwei Chen, Rebecca Li, Fei Zhu, Haohan Zhao, Xiaohua Yuan, Meng Yang, Chunli Qiu, Xiang Cong, Haiyan Chen, Lina Luan, Randolph H. L. Wong, Huai Liao, Colin A Graham, Shi Chang, Guowei Tao, Dong Yi, Zhen Lei, Nassir Navab, Sebastien Ourselin, Jiebo Luo, Hongbin Liu, Gaofeng Meng

机构 * Center for Artificial Intelligence and Robotics, Hong Kong Institute of Science & Innovation, Chinese Academy of Sciences, Hong Kong, China（人工智能与机器人中心，香港科学创新研究所，中国科学院，香港，中国） ； State Key Laboratory of Mathematical Sciences, Academy of Mathematics and Systems Science, Chinese Academy of Sciences, Beijing, China（数学科学国家重点实验室，数学与系统科学研究院，中国科学院，北京，中国） ； University of Chinese Academy of Sciences, Beijing, China（中国科学院大学，北京，中国） ； Division of Electronic Engineering, Faculty of Engineering, The Chinese University of Hong Kong, Hong Kong, China（电子工程系，工程学院，香港中文大学，香港，中国） ； Accident and Emergency Medicine Academic Unit, The Chinese University of Hong Kong, Hong Kong, China（急诊医学学术单位，香港中文大学，香港，中国） ； Xiangya Hospital Central South University, Changsha, China（湘雅医院，中南大学，长沙，中国） ； Hunan Frontline Medical Technology Co., Ltd, Changsha, China（湖南前线医疗技术有限公司，长沙，中国） ； Qilu Hospital of Shandong University, Jinan, China（山东大学齐鲁医院，济南，中国） ； Zhongshan Hospital of Fudan University, Shanghai, China（复旦大学中山医院，上海，中国） ； Shanghai Geriatric Medical Center, Shanghai, China（上海老年医学中心，上海，中国） 纠错

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

SQLGovernor: An LLM-powered SQL Toolkit for Real World Application

Jie Jiang, Siqi Shen, Haining Xie, Yang Li, Yu Shen, Danqing Huang, Bo Qian, Yinjun Wu, Wentao Zhang, Bin Cui, Peng Chen

专题命中 领域大模型 ：LLM(title,abstract)

Exploring Conversational Design Choices in LLMs for Pedagogical Purposes: Socratic and Narrative Approaches for Improving Instructor's Teaching Practice

Si Chen, Isabel R. Molnar, Peiyu Li, Adam Acunin, Ting Hua, Alex Ambrose, Nitesh V. Chawla, Ronald Metoyer

机构 * University of Notre Dame（诺丁汉大学） 纠错

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

Agentic Temporal Graph of Reasoning with Multimodal Language Models: A Potential AI Aid to Healthcare

Susanta Mitra

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

Securing AI Agents: Implementing Role-Based Access Control for Industrial Applications

Aadil Gani Ganie

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

DSRAG: A Domain-Specific Retrieval Framework Based on Document-derived Multimodal Knowledge Graph

Mengzheng Yang, Yanfei Ren, David Osei Opoku, Ruochang Li, Peng Ren, Chunxiao Xing

机构 * School of Software, Henan University, Kaifeng 475004, China（河南大学软件学院） ； BNRist, DCST, RIIT, Tsinghua University, Beijing 100084, China（清华大学） 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 12 pages, 5 figures. Accepted to the 22nd International Conference on Web Information Systems and Applications (WISA 2025)

Would you let a humanoid play storytelling with your child? A usability study on LLM-powered narrative Human-Robot Interaction

Maria Lombardi, Carmela Calabrese, Davide Ghiglino, Caterina Foglino, Davide De Tommaso, Giulia Da Lisca, Lorenzo Natale, Agnieszka Wykowska

机构 * Humanoid Sensing and Perception, Italian Institute of Technology (IIT)（人形感知与感知，意大利技术研究院） ； Social Cognition in Human-Robot Interaction, IIT（人机交互中的社会认知，IIT） 纠错

专题命中 领域大模型 ：LLM(title)

Journal ref 2025 IEEE/RSJ International Conference on Intelligent Robots and Systems, Hangzhou, China, 2025

From Fuzzy Speech to Medical Insight: Benchmarking LLMs on Noisy Patient Narratives

Eden Mama, Liel Sheri, Yehudit Aperstein, Alexander Apartsin

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

Comments 6 pages, 1 figure

EMeRALDS: Electronic Medical Record Driven Automated Lung Nodule Detection and Classification in Thoracic CT Images

Hafza Eman, Furqan Shaukat, Muhammad Hamza Zafar, Syed Muhammad Anwar

机构 * Faculty of Electrical and Electronics Engineering, University of Engineering（电气电子工程学院，工程大学） ； Department of Engineering Sciences, University of Agder（工程科学系，阿格德大学） ； Sheikh Zayed Institute for Pediatric Surgical Innovation, Children’s National Hospital（谢赫扎耶德小儿外科创新研究所，儿童医院） ； School of Medicine and Health Sciences, George Washington University（医学与健康科学学院，乔治华盛顿大学） 纠错

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

CognitiveSky: Scalable Sentiment and Narrative Analysis for Decentralized Social Media

Gaurab Chhetri, Anandi Dutta, Subasish Das

机构 * Department of Computer Science（计算机科学系） ； Ingram School of Engineering（Ingram工程学院） ； Texas State University（德克萨斯州立大学） 纠错

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

Comments This is the author's preprint version of a paper accepted for presentation at HICSS 59 (Hawaii International Conference on System Sciences), 2026, Hawaii, USA. The final published version will appear in the official conference proceedings. Conference site: https://hicss.hawaii.edu/

Decoding Plastic Toxicity: An Intelligent Framework for Conflict-Aware Relational Metapath Extraction from Scientific Abstracts

Sudeshna Jana, Manjira Sinha, Tirthankar Dasgupta

机构 * TCS Research India（塔塔咨询印度研究） 纠错

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

Comments 11 pages, 6 figures, 4 tables

GeoGPT-RAG Technical Report

Fei Huang, Fan Wu, Zeqing Zhang, Qihao Wang, Long Zhang, Grant Michael Boquet, Hongyang Chen

机构 * GeoGPT Team（GeoGPT团队） ； Zhejiang Lab（浙江实验室） 纠错

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

Comments 19 pages, 10 figures, 10 tables

Do It Yourself (DIY): Modifying Images for Poems in a Zero-Shot Setting Using Weighted Prompt Manipulation

Sofia Jamil, Kotla Sai Charan, Sriparna Saha, Koustava Goswami, K J Joseph

机构 * Department of Computer Science & Engineering, Indian Institute of Technology Patna（计算机科学与工程系，印度理工学院帕纳布分校） ； Adobe Research（Adobe研究） 纠错

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

Kolb-Based Experiential Learning for Generalist Agents with Human-Level Kaggle Data Science Performance

Antoine Grosnit, Alexandre Maraval, Refinath S N, Zichao Zhao, James Doran, Giuseppe Paolo, Albert Thomas, Jonas Gonzalez, Abhineet Kumar, Khyati Khandelwal, Abdelhakim Benechehab, Hamza Cherkaoui, Youssef Attia El-Hili, Kun Shao, Jianye Hao, Jun Yao, Balázs Kégl, Haitham Bou-Ammar, Jun Wang

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

Multi-View Slot Attention Using Paraphrased Texts for Face Anti-Spoofing

Jeongmin Yu, Susang Kim, Kisu Lee, Taekyoung Kwon, Won-Yong Shin, Ha Young Kim

机构 * Yonsei University（延世大学） 纠错

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

Comments Accepted to ICCV 2025

A Human-Centered Approach to Identifying Promises, Risks, & Challenges of Text-to-Image Generative AI in Radiology

Katelyn Morrison, Arpit Mathur, Aidan Bradshaw, Tom Wartmann, Steven Lundi, Afrooz Zandifar, Weichang Dai, Kayhan Batmanghelich, Motahhare Eslami, Adam Perer

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

Comments 10 pages of main content, Appendix attached after references, accepted to AAAI/ACM AIES 2025