语言大模型 / LLM

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

Learning to Steer: Input-dependent Steering for Multimodal LLMs

Jayneel Parekh, Pegah Khayatan, Mustafa Shukor, Arnaud Dapogny, Alasdair Newson, Matthieu Cord

机构 * ISIR, Sorbonne Université（ISIR，索邦大学） 纠错

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

Comments NeurIPS 2025

Elicit and Enhance: Advancing Multimodal Reasoning in Medical Scenarios

Zhongzhen Huang, Linjie Mu, Yakun Zhu, Xiangyu Zhao, Shaoting Zhang, Xiaofan Zhang

机构 * Shanghai Jiao Tong University（上海交通大学） 纠错

专题命中 领域大模型 ：post-training(abstract)；分类 cs.CL、cs.AI

Federated Vision-Language-Recommendation with Personalized Fusion

Zhiwei Li, Guodong Long, Jing Jiang, Chengqi Zhang, Qiang Yang

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

Comments 15 pages, 10 figures, 7 tables, conference

When to Trust the Answer: Question-Aligned Semantic Nearest Neighbor Entropy for Safer Surgical VQA

Dennis Pierantozzi, Luca Carlini, Mauro Orazio Drago, Chiara Lena, Cesare Hassan, Elena De Momi, Danail Stoyanov, Sophia Bano, Mobarak I. Hoque

机构 * IRCCS Humanitas Research Hospital（Humanitas研究医院） 纠错

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

Bridging Vision, Language, and Mathematics: Pictographic Character Reconstruction with Bézier Curves

Zihao Wan, Pau Tong Lin Xu, Fuwen Luo, Ziyue Wang, Peng Li, Yang Liu

机构 * Dept. of Comp. Sci. & Tech., Institute for AI, Tsinghua University, Beijing, China（计算机科学与技术系，人工智能研究院，清华大学，北京，中国） ； Institute for AI Industry Research (AIR), Tsinghua University, Beijing, China（人工智能产业研究院（AIR），清华大学，北京，中国） 纠错

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

Saliency-Guided Domain Adaptation for Left-Hand Driving in Autonomous Steering

Zahra Mehraban, Sebastien Glaser, Michael Milford, Ronald Schroeter

机构 * Centre for Accident Research and Road Safety-Queensland, Queensland University of Technology（昆士兰事故研究与道路安全中心、昆士兰理工大学） ； QUT Centre for Robotics and School of Electrical Engineering and Computer Science, Queensland University of Technology（昆士兰大学机器人中心及电气工程与计算机科学学院、昆士兰理工大学） 纠错

专题命中 领域大模型 ：pretraining(abstract)

Uncovering Representation Bias for Investment Decisions in Open-Source Large Language Models

Fabrizio Dimino, Krati Saxena, Bhaskarjit Sarmah, Stefano Pasquali

机构 * Domyn 纠错

专题命中 知识编辑与模型理解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；prompting(abstract)

A Dual Large Language Models Architecture with Herald Guided Prompts for Parallel Fine Grained Traffic Signal Control

Qing Guo, Xinhang Li, Junyu Chen, Zheng Guo, Xiaocong Li, Lin Zhang, Lei Li

机构 * School of Artificial Intelligence, Beijing University of Posts（人工智能学院，北京邮电大学） ； Beijing Big Data Center（北京大数据中心） ； Eastern Institute of Technology（东部技术研究所） 纠错

专题命中 知识编辑与模型理解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI、cs.LG

Decoupling Contrastive Decoding: Robust Hallucination Mitigation in Multimodal Large Language Models

Wei Chen, Xin Yan, Bin Wen, Fan Yang, Tingting Gao, Di Zhang, Long Chen

机构 * HKUST（香港科技大学） ； University of Waterloo（滑铁卢大学） ； Kuaishou Technology（快手科技） 纠错

专题命中 知识编辑与模型理解 ：large language model(title,abstract)；language model(title,abstract)；preference optimization(abstract)；分类 cs.LG

Comments 17 pages, 4 figures

Dynamic Topic Evolution with Temporal Decay and Attention in Large Language Models

Di Wu, Shuaidong Pan

专题命中 知识编辑与模型理解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Automatic Minds: Cognitive Parallels Between Hypnotic States and Large Language Model Processing

Giuseppe Riva, Brenda K. Wiederhold, Fabrizia Mantovani

专题命中 知识编辑与模型理解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

Comments 4 Tables

Representation Consistency for Accurate and Coherent LLM Answer Aggregation

Junqi Jiang, Tom Bewley, Salim I. Amoukou, Francesco Leofante, Antonio Rago, Saumitra Mishra, Francesca Toni

机构 * Imperial College London（帝国理工学院伦敦分校） ； J.P. Morgan AI Research（摩根大通人工智能研究） ； King’s College London（国王学院伦敦分校） 纠错

专题命中 知识编辑与模型理解 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；prompting(abstract)

Comments Accepted at NeurIPS 2025. Camera-ready version

Zero-knowledge LLM hallucination detection and mitigation through fine-grained cross-model consistency

Aman Goel, Daniel Schwartz, Yanjun Qi

机构 * Amazon Web Services, USA（亚马逊网络服务） 纠错

专题命中 知识编辑与模型理解 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI、cs.LG