语言大模型 / LLM

From Superficial Outputs to Superficial Learning: Risks of Large Language Models in Education

Iris Delikoura, Yi. R Fung, Pan Hui

机构 * The Hong Kong University of Science and Technology（香港科技大学） 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

Exploring Large Language Models for Detecting Mental Disorders

Gleb Kuzmin, Petr Strepetov, Maksim Stankevich, Natalia Chudova, Artem Shelmanov, Ivan Smirnov

机构 * AIRI ； ISP RAS Research Center for Trusted Artificial Intelligence（俄罗斯科学院信息与系统研究信任人工智能研究中心） ； FRC CSC RAS（俄罗斯科学院应用数学与计算机科学研究所） ； MIPT（米哈伊尔·伊万诺维奇·普京高等经济学院） ； RUDN University（俄罗斯人民友谊大学） ； MBZUAI（马斯喀特大学人工智能研究所） 纠错

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

Comments Accepted to EMNLP 2025

Large Language Models as Medical Codes Selectors: a benchmark using the International Classification of Primary Care

Vinicius Anjos de Almeida, Vinicius de Camargo, Raquel Gómez-Bravo, Egbert van der Haring, Kees van Boven, Marcelo Finger, Luis Fernandez Lopez

机构 * Medical School, University of São Paulo（圣保罗大学医学院） ； University of São Paulo（圣保罗大学） ； Department of Epidemiology, School of Public Health, University of São Paulo（圣保罗大学流行病学系） ； Rehaklinik, Centre Hospitalier Neuro-psychiatrique (CHNP)（康复诊所，神经精神病中心（CHNP）） ； Radboud University（拉德堡德大学） ； Department of Primary and Community Care, Radboud University（初级与社区护理系，拉德堡德大学） ； Institute of Mathematics and Statistics, University of Sao Paulo（数学与统计学研究所，圣保罗大学） 纠错

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

Comments Accepted at NeurIPS 2025 as a poster presentation in The Second Workshop on GenAI for Health: Potential, Trust, and Policy Compliance (https://openreview.net/forum?id=Kl7KZwJFEG). 33 pages, 10 figures (including appendix), 15 tables (including appendix). To be submitted to peer-reviewed journal. For associated code repository, see https://github.com/almeidava93/llm-as-code-selectors-paper

AgentBnB: A Browser-Based Cybersecurity Tabletop Exercise with Large Language Model Support and Retrieval-Aligned Scaffolding

Arman Anwar, Zefang Liu

机构 * School of Electrical and Computer Engineering（电气与计算机工程学院） ； Georgia Institute of Technology（佐治亚理工学院） ； School of Computational Science and Engineering（计算科学与工程学院） 纠错

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

Self-Adaptive Cognitive Debiasing for Large Language Models in Decision-Making

Yougang Lyu, Shijie Ren, Yue Feng, Zihan Wang, Zhumin Chen, Zhaochun Ren, Maarten de Rijke

机构 * Shandong University（山东大学） ； University of Amsterdam（阿姆斯特丹大学） ； University of Birmingham（伯明翰大学） ； Leiden University（莱顿大学） 纠错

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

Adding New Capability in Existing Scientific Application with LLM Assistance

Anshu Dubey, Akash Dhruv

机构 * Argonne National Laboratory（阿贡国家实验室） 纠错

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

Comments 8 pages, 4 figures, submitted to The 1st International Workshop on Foundational large Language Models Advances for HPC in Asia

Where to Search: Measure the Prior-Structured Search Space of LLM Agents

Zhuo-Yang Song

机构 * School of Physics, Peking University（物理学院，北京大学） 纠错

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

Comments 11 pages, 4 figures, 1 table

Memory Assisted LLM for Personalized Recommendation System

Jiarui Chen

机构 * National University of Singapore（新加坡国立大学） 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 8 pages, 7 figures

Towards LLM-Powered Task-Aware Retrieval of Scientific Workflows for Galaxy

Shamse Tasnim Cynthia, Banani Roy

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

Deciphering Scientific Collaboration in Biomedical LLM Research: Dynamics, Institutional Participation, and Resource Disparities

Lingyao Li, Zhijie Duan, Xuexin Li, Xiaoran Xu, Zhaoqian Xue, Siyuan Ma, Jin Jin

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

Medical Hallucinations in Foundation Models and Their Impact on Healthcare

Yubin Kim, Hyewon Jeong, Shan Chen, Shuyue Stella Li, Chanwoo Park, Mingyu Lu, Kumail Alhamoud, Jimin Mun, Cristina Grau, Minseok Jung, Rodrigo Gameiro, Lizhou Fan, Eugene Park, Tristan Lin, Joonsik Yoon, Wonjin Yoon, Maarten Sap, Yulia Tsvetkov, Paul Liang, Xuhai Xu, Xin Liu, Chunjong Park, Hyeonhoon Lee, Hae Won Park, Daniel McDuff, Samir Tulebaev, Cynthia Breazeal

机构 * Massachusetts Institute of Technology（麻省理工学院） ； Harvard Medical School（哈佛医学院） ； University of Washington（华盛顿大学） ； Carnegie Mellon University（卡内基梅隆大学） ； Seoul National University Hospital（首尔国立大学医院） ； Google Research（谷歌研究） ； Google DeepMind（谷歌DeepMind） ； Columbia University（哥伦比亚大学） ； Johns Hopkins University（约翰霍普金斯大学） 纠错

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

Large Language Model-Derived Priors Can Improve Bayesian Survival Analyses: A Glioblastoma Application

Richard Evans, Max Felland, Susanna Evans, Lindsey Sloan

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

Comments Presented at the 2nd Annual Southeast Wisconsin Data Science (SEAWINDS) Research Symposium, Milwaukee, WI

Adaptation of Foundation Models for Medical Image Analysis: Strategies, Challenges, and Future Directions

Karma Phuntsho, Abdullah, Kyungmi Lee, Ickjai Lee, Euijoon Ahn

机构 * James Cook University（詹姆斯库克大学） 纠错

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

MGPATH: Vision-Language Model with Multi-Granular Prompt Learning for Few-Shot WSI Classification

Anh-Tien Nguyen, Duy Minh Ho Nguyen, Nghiem Tuong Diep, Trung Quoc Nguyen, Nhat Ho, Jacqueline Michelle Metsch, Miriam Cindy Maurer, Daniel Sonntag, Hanibal Bohnenberger, Anne-Christin Hauschild

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

Comments Published in Transactions on Machine Learning Research (09/2025)

Journal ref Transactions on Machine Learning Research (09/2025)

VayuChat: An LLM-Powered Conversational Interface for Air Quality Data Analytics

Vedant Acharya, Abhay Pisharodi, Rishabh Mondal, Mohammad Rafiuddin, Nipun Batra

机构 * Indian Institute of Technology Gandhinagar（印度古吉拉特邦理工学院加尔各答分校） 纠错

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

Comments 4 Pages, 4 Figures

SAIL-Embedding Technical Report: Omni-modal Embedding Foundation Model

Lin Lin, Jiefeng Long, Zhihe Wan, Yuchi Wang, Dingkang Yang, Shuang Yang, Yueyang Yao, Xu Chen, Zirui Guo, Shengqiang Li, Weiran Li, Hanyu Li, Yaling Mou, Yan Qiu, Haiyang Yu, Xiao Liang, Hongsheng Li, Chao Feng

机构 * ByteDance Douyin SAIL Team, CUHK MMLab（字节跳动抖音SAIL团队，CUHK MMLab） 纠错

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

Comments Technical Report

Fleming-VL: Towards Universal Medical Visual Reasoning with Multimodal LLMs

Yan Shu, Chi Liu, Robin Chen, Derek Li, Bryan Dai

机构 * Ubiquant（乌比量化） 纠错

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

Multimodal Item Scoring for Natural Language Recommendation via Gaussian Process Regression with LLM Relevance Judgments

Yifan Liu, Qianfeng Wen, Jiazhou Liang, Mark Zhao, Justin Cui, Anton Korikov, Armin Toroghi, Junyoung Kim, Scott Sanner

专题命中 领域大模型 ：LLM(title,abstract)

Comments 16 pages,20 figures

Evolve to Inspire: Novelty Search for Diverse Image Generation

Alex Inch, Passawis Chaiyapattanaporn, Yuchen Zhu, Yuan Lu, Ting-Wen Ko, Davide Paglieri

机构 * University College London（伦敦大学学院） ； University of Oxford（牛津大学） ； Tesco Technology（百事科技） ； Microsoft Research（微软研究院） 纠错

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

Comments 14 pages, 10 figures, Accepted to Neurips 2025 GenProCC Workshop

Interaction as Intelligence Part II: Asynchronous Human-Agent Rollout for Long-Horizon Task Training

Dayuan Fu, Yunze Wu, Xiaojie Cai, Lyumanshan Ye, Shijie Xia, Zhen Huang, Weiye Si, Tianze Xu, Jie Sun, Keyu Li, Mohan Jiang, Junfei Wang, Qishuo Hua, Pengrui Lu, Yang Xiao, Pengfei Liu

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

Enhancing Time Awareness in Generative Recommendation

Sunkyung Lee, Seongmin Park, Jonghyo Kim, Mincheol Yoon, Jongwuk Lee

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

Comments EMNLP 2025 (Findings)

The Biased Oracle: Assessing LLMs' Understandability and Empathy in Medical Diagnoses

Jianzhou Yao, Shunchang Liu, Guillaume Drui, Rikard Pettersson, Alessandro Blasimme, Sara Kijewski

机构 * Department of Chemistry and Applied Biosciences, ETH Zurich（应用生物科学系，苏黎世联邦理工学院） ； Department of Computer Science, ETH Zurich（计算机科学系，苏黎世联邦理工学院） ； Department of Health Sciences and Technology, ETH Zurich（健康科学与技术系，苏黎世联邦理工学院） 纠错

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

Comments Accepted by NeurIPS 2025 GenAI4Health Workshop

MedRECT: A Medical Reasoning Benchmark for Error Correction in Clinical Texts

Naoto Iwase, Hiroki Okuyama, Junichiro Iwasawa

机构 * Preferred Networks, Inc. ； School of Medicine, Nagoya University（Nagoya大学医学部） 纠错

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

CGM-Led Multimodal Tracking with Chatbot Support: An Autoethnography in Sub-Health

Dongyijie Primo Pan, Lan Luo, Yike Wang, Pan Hui

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

Comments International Conference on Human-Engaged Computing (ICHEC 2025), Singapore

From Stochasticity to Signal: A Bayesian Latent State Model for Reliable Measurement with LLMs

Yichi Zhang, Ignacio Martinez

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

BiMediX2: Bio-Medical EXpert LMM for Diverse Medical Modalities

Sahal Shaji Mullappilly, Mohammed Irfan Kurpath, Sara Pieri, Saeed Yahya Alseiari, Shanavas Cholakkal, Khaled Aldahmani, Fahad Khan, Rao Anwer, Salman Khan, Timothy Baldwin, Hisham Cholakkal

机构 * Mohamed Bin Zayed University of Artificial Intelligence（Mohamed Bin Zayed大学人工智能学院） ； Linköping University（林肯大学） ； Shaikh Tahnoon bin Mohammed Medical City（Shaikh Tahnoon bin Mohammed医疗城） ； Tawam Hospital（Tawam医院） ； Sheikh Shakhbout Medical City（Sheikh Shakhbout医疗城） ； Govt Medical College Kozhikode（科钦政府医学院） 纠错

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

Comments Accepted to EMNLP 2025 (Findings)

Journal ref Findings of the Association for Computational Linguistics: EMNLP 2025, pages 14051-14071

RAGSmith: A Framework for Finding the Optimal Composition of Retrieval-Augmented Generation Methods Across Datasets

Muhammed Yusuf Kartal, Suha Kagan Kose, Korhan Sevinç, Burak Aktas

机构 * TOBB University of Economics and Technology（托布卡大学经济与技术学院） ； Roketsan Inc.（罗克特兰公司） 纠错

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

Comments 45 pages

Accelerating Volumetric Medical Image Annotation via Short-Long Memory SAM 2

Yuwen Chen, Zafer Yildiz, Qihang Li, Yaqian Chen, Haoyu Dong, Hanxue Gu, Nicholas Konz, Maciej A. Mazurowski

机构 * Department of Electrical and Computer Engineering, Duke University（电气与计算机工程系，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） ； Department 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，电气与计算机工程，和计算机科学，杜克大学） 纠错

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

Comments Accepted for publication in IEEE Transactions on Medical Imaging (IEEE TMI)

Leveraging the Cross-Domain & Cross-Linguistic Corpus for Low Resource NMT: A Case Study On Bhili-Hindi-English Parallel Corpus

Pooja Singh, Shashwat Bhardwaj, Vaibhav Sharma, Sandeep Kumar

机构 * Department of Electrical Engineering, Indian Institute of Technology Delhi（电子工程系，印度理工学院德里） ； Bharti School of Telecommunication, Indian Institute of Technology Delhi（电信学院，印度理工学院德里） ； Yardi School of Artificial Intelligence, Indian Institute of Technology Delhi（人工智能学院，印度理工学院德里） 纠错

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

Comments Accepted in EMNLP 2025

PRISM2: Unlocking Multi-Modal General Pathology AI with Clinical Dialogue

Eugene Vorontsov, George Shaikovski, Adam Casson, Julian Viret, Eric Zimmermann, Neil Tenenholtz, Yi Kan Wang, Jan H. Bernhard, Ran A. Godrich, Juan A. Retamero, Jinru Shia, Mithat Gonen, Martin R. Weiser, David S. Klimstra, Razik Yousfi, Nicolo Fusi, Thomas J. Fuchs, Kristen Severson, Siqi Liu

机构 * Paige, NYC, NY United States（美国纽约市帕伊公司） ； Microsoft Research, Cambridge, MA United States（微软研究院） ； Memorial Sloan Kettering Cancer Center, NYC, NY United States（纪念斯隆凯特林癌症中心） ； University of Yale, New Haven, CT United States（耶鲁大学） 纠错

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