语言大模型 / LLM

!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 Vector-Quantized Foundation Model for Patient Behavior Monitoring

Rodrigo Oliver, Josué Pérez-Sabater, Leire Paz-Arbaizar, Diego Herrero-Quevedo, Antonio Artés-Rodríguez, Alejandro Lancho, Pablo M. Olmos

机构 * Signal Theory and Communications Department University Carlos III of Madrid（信号理论与通讯系卡洛斯三世大学） ； Instituto de Investigación Sanitaria Gregorio Marañón（Gregorio Marañón卫生研究院） ； Center for Data Science New York University（数据科学中心纽约大学） ； Evidence-Based Behavior（基于证据的行为） ； CIBERSAM, ISCIII 纠错

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

Comments 10 pages (32 with references and supplementary material). Submitted to Elsevier's journal on Artificial Intelligence in Medicine

VisBias: Measuring Explicit and Implicit Social Biases in Vision Language Models

Jen-tse Huang, Jiantong Qin, Jianping Zhang, Youliang Yuan, Wenxuan Wang, Jieyu Zhao

机构 * University of Southern California（南加州大学） ； University of Bristol（布里斯托大学） ； Centre National de la Recherche Scientifique（法国国家科学研究中心） ； University of California, Los Angeles（加州大学洛杉矶分校） 纠错

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

Comments Accepted to EMNLP 2025 (Main)

Collaboration and Conflict between Humans and Language Models through the Lens of Game Theory

Mukul Singh, Arjun Radhakrishna, Sumit Gulwani

机构 * Microsoft Redmond（微软红mond） 纠错

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

Comments 9 pages

FloodVision: Urban Flood Depth Estimation Using Foundation Vision-Language Models and Domain Knowledge Graph

Zhangding Liu, Neda Mohammadi, John E. Taylor

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

Multimodal Foundation Model-Driven User Interest Modeling and Behavior Analysis on Short Video Platforms

Yushang Zhao, Yike Peng, Li Zhang, Qianyi Sun, Zhihui Zhang, Yingying Zhuang

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

Is an Ultra Large Natural Image-Based Foundation Model Superior to a Retina-Specific Model for Detecting Ocular and Systemic Diseases?

Qingshan Hou, Yukun Zhou, Jocelyn Hui Lin Goh, Ke Zou, Samantha Min Er Yew, Sahana Srinivasan, Meng Wang, Thaddaeus Lo, Xiaofeng Lei, Siegfried K. Wagner, Mark A. Chia, Dawei Yang, Hongyang Jiang, An Ran Ran, Rui Santos, Gabor Mark Somfai, Juan Helen Zhou, Haoyu Chen, Qingyu Chen, Carol Y. Cheung, Pearse A. Keane, Yih Chung Tham

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

Comments Accepted by Ophthalmology Science and is currently in press

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

ModAn-MulSupCon: Modality-and Anatomy-Aware Multi-Label Supervised Contrastive Pretraining for Medical Imaging

Eichi Takaya, Ryusei Inamori

机构 * AI Lab Tohoku University Hospital（东京东北大学医院人工智能实验室） ； Department of Diagnostic Imaging Tohoku University Graduate School of Medicine（东北大学医学研究科诊断影像科） 纠错

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

Foundation Models for Cross-Domain EEG Analysis Application: A Survey

Hongqi Li, Yitong Chen, Yujuan Wang, Weihang Ni, Haodong Zhang

机构 * School of Software, Northwestern Polytechnical University（软件学院，西北工业大学） 纠错

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

Comments Submitted to IEEE Journals

Large Foundation Model for Ads Recommendation

Shangyu Zhang, Shijie Quan, Zhongren Wang, Junwei Pan, Tianqu Zhuang, Bo Fu, Yilong Sun, Jieying Lin, Jushuo Chen, Xiaotian Li, Zhixiang Feng, Xian Hu, Huiting Deng, Hua Lu, Jinpeng Wang, Boqi Dai, Xiaoyu Chen, Bin Hu, Lili Huang, Yanwen Wu, Yeshou Cai, Qi Zhou, Huang Tang, Chunfeng Yang, Chengguo Yin, Tingyu Jiang, Lifeng Wang, Shudong Huang, Dapeng Liu, Lei Xiao, Haijie Gu, Shu-Tao Xia, Jie Jiang

机构 * Tencent Company（腾讯公司） ； Tsinghua University（清华大学） 纠错

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

PB-IAD: Utilizing multimodal foundation models for semantic industrial anomaly detection in dynamic manufacturing environments

Bernd Hofmann, Albert Scheck, Joerg Franke, Patrick Bruendl

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

CoRank: LLM-Based Compact Reranking with Document Features for Scientific Retrieval

Runchu Tian, Xueqiang Xu, Bowen Jin, SeongKu Kang, Jiawei Han

机构 * University of Illinois \ -Champaign Urbana United States ； Korea University Seoul South Korea ； University of Illinois \ -Champaign ； Korea University 纠错

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

Comments 12 pages, 5 figures

Chemist Eye: A Visual Language Model-Powered System for Safety Monitoring and Robot Decision-Making in Self-Driving Laboratories

Francisco Munguia-Galeano, Zhengxue Zhou, Satheeshkumar Veeramani, Hatem Fakhruldeen, Louis Longley, Rob Clowes, Andrew I. Cooper

机构 * Cooper Group, Department of Chemistry, University of Liverpool（Cooper集团，化学系，利物浦大学） 纠错

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

DreamStory: Open-Domain Story Visualization by LLM-Guided Multi-Subject Consistent Diffusion

Huiguo He, Huan Yang, Zixi Tuo, Yuan Zhou, Qiuyue Wang, Yuhang Zhang, Zeyu Liu, Wenhao Huang, Hongyang Chao, Jian Yin

机构 * School of Computer Science and Engineering, Sun Yat-sen University（中山大学计算机科学与工程学院） ； School of Artificial Intelligence, Sun Yat-sen University（中山大学人工智能学院） 纠错

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

Comments Accepted by TPAMI

Are Vision Foundation Models Ready for Out-of-the-Box Medical Image Registration?

Hanxue Gu, Yaqian Chen, Nicholas Konz, Qihang Li, Maciej A. Mazurowski

机构 * Department of Electrical and Computer Engineering, Duke University（电子工程与计算机科学系，杜克大学） ； Department of Biostatistics and Bioinformatics, Duke University（生物统计学与生物信息学系，杜克大学） ； Departments of Biostatistics and Bioinformatics, Radiology, Electrical and Computer Engineering, and Computer Science, Duke University（生物统计学与生物信息学系、放射学、电子工程与计算机科学系，杜克大学） 纠错

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

Comments 3 figures, 9 pages

Beyond Single Labels: Improving Conversational Recommendation through LLM-Powered Data Augmentation

Haozhe Xu, Xiaohua Wang, Changze Lv, Xiaoqing Zheng

机构 * School of Computer Science, Fudan University（复旦大学计算机科学学院） 纠错

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

ProsodyLM: Uncovering the Emerging Prosody Processing Capabilities in Speech Language Models

Kaizhi Qian, Xulin Fan, Junrui Ni, Slava Shechtman, Mark Hasegawa-Johnson, Chuang Gan, Yang Zhang

机构 * IBM Research（IBM研究院） ； MIT-IBM Watson AI Lab（MIT-IBM Watson人工智能实验室） ； University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； UMass Amherst（马萨诸塞大学阿姆赫斯特分校） 纠错

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

MedBLINK: Probing Basic Perception in Multimodal Language Models for Medicine

Mahtab Bigverdi, Wisdom Ikezogwo, Kevin Zhang, Hyewon Jeong, Mingyu Lu, Sungjae Cho, Linda Shapiro, Ranjay Krishna

机构 * University of Washington（华盛顿大学） ； Massachusetts Institute of Technology（麻省理工学院） ； Seoul National University（首尔国立大学） 纠错

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

Embryology of a Language Model

George Wang, Garrett Baker, Andrew Gordon, Daniel Murfet

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

Panopticon: Advancing Any-Sensor Foundation Models for Earth Observation

Leonard Waldmann, Ando Shah, Yi Wang, Nils Lehmann, Adam J. Stewart, Zhitong Xiong, Xiao Xiang Zhu, Stefan Bauer, John Chuang

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

Comments First two authors contributed equally. Code is available at: https://github.com/Panopticon-FM/panopticon. Accepted to CVPR 2025

Journal ref Proceedings of the Computer Vision and Pattern Recognition Conference (2025) 2204-2214

Not Just What, But When: Integrating Irregular Intervals to LLM for Sequential Recommendation

Wei-Wei Du, Takuma Udagawa, Kei Tateno

机构 * Sony Group Corporation（索尼集团） 纠错

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

Comments Accepted by RecSys 2025 short paper track

Quantifying surprise in clinical care: Detecting highly informative events in electronic health records with foundation models

Michael C. Burkhart, Bashar Ramadan, Luke Solo, William F. Parker, Brett K. Beaulieu-Jones

机构 * Department of Medicine, University of Chicago（芝加哥大学医学系） 纠错

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

InstructFLIP: Exploring Unified Vision-Language Model for Face Anti-spoofing

Kun-Hsiang Lin, Yu-Wen Tseng, Kang-Yang Huang, Jhih-Ciang Wu, Wen-Huang Cheng

机构 * National Taiwan University（国立台湾大学） ； National Taiwan Normal University（国立台湾师范大学） 纠错

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

Comments Accepted by MM'25

Ensemble Debiasing Across Class and Sample Levels for Fairer Prompting Accuracy

Ruixi Lin, Ziqiao Wang, Yang You

机构 * Department of Computer Science（计算机科学系） ； National University of Singapore（新加坡国立大学） 纠错

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

Comments Published as a conference paper at COLM 2025

How Important is Domain Specificity in Language Models and Instruction Finetuning for Biomedical Relation Extraction?

Aviv Brokman, Ramakanth Kavuluru

机构 * University of Kentucky, Lexington, KY USA（肯塔基大学） 纠错

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

Comments A version of this paper has appeared in the proceedings of NLDB 2025 with a slightly different title. The corresponding DOI is also listed below in the metadata

Mind the Gap: Evaluating the Representativeness of Quantitative Medical Language Reasoning LLM Benchmarks for African Disease Burdens

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(title,abstract)；分类 cs.AI

Comments Preprint. 26 pages, includes appendix and tables

Do Emotions Really Affect Argument Convincingness? A Dynamic Approach with LLM-based Manipulation Checks

Yanran Chen, Steffen Eger

机构 * NLLG, University of Technology Nuremberg (UTN)（NLLG，技术大学纽伦堡（UTN）） 纠错

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

Comments ACL 2025 Camera-ready