语言大模型 / LLM

LLM$^3$-DTI: A Large Language Model and Multi-modal data co-powered framework for Drug-Target Interaction prediction

Yuhao Zhang, Qinghong Guo, Qixian Chen, Liuwei Zhang, Hongyan Cui, Xiyi Chen

机构 * Polytechnic Institute（多技术学院） ； School of Pharmaceutical Sciences（药学学院） ； Innovation Center of Yangtze River Delta（长江三角洲创新中心） ； Agricultural Genomics Institute at Shenzhen（深圳农业基因组研究院） ； School of Public Health（公共卫生学院） 纠错

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

Frequency Matters: When Time Series Foundation Models Fail Under Spectral Shift

Tianze Wang, Sofiane Ennadir, John Pertoft, Gabriela Zarzar Gandler, Lele Cao, Zineb Senane, Styliani Katsarou, Sahar Asadi, Axel Karlsson, Oleg Smirnov

机构 * King AI Labs, Microsoft Gaming（King AI实验室，微软游戏） ； KTH Royal Institute of Technology（皇家理工学院） ； Kreditz AB（Kreditz公司） ； Fever Energy（Fever能源） 纠错

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

Comments Accepted and presented at NeurIPS 2025 Workshop on Recent Advances in Time Series Foundation Models (BERT2S)

Adaptive Testing for Segmenting Watermarked Texts From Language Models

Xingchi Li, Xiaochi Liu, Guanxun Li

机构 * Department of Statistics Texas A&M University（统计学系德克萨斯A&M大学） ； Department of Statistics Beijing Normal University at Zhuhai（统计学系北京师范大学珠海分校） 纠错

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

Comments 13 pages, 3 figures, accepted for publication in STAT, October 28, 2025

Bridging Industrial Expertise and XR with LLM-Powered Conversational Agents

Despina Tomkou, George Fatouros, Andreas Andreou, Georgios Makridis, Fotis Liarokapis, Dimitrios Dardanis, Athanasios Kiourtis, John Soldatos, Dimosthenis Kyriazis

机构 * Innov-Acts Ltd.（Innov-Acts有限公司） ； CYENS Centre of Excellence（CYENS卓越中心） ； University of Piraeus（比雷埃克斯大学） 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 7 pages, 7 figures

Journal ref 2025 21st International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT)

Explainable Rule Application via Structured Prompting: A Neural-Symbolic Approach

Albert Sadowski, Jarosław A. Chudziak

机构 * Faculty of Electronics and Information Technology（电子与信息技术学院） ； Warsaw University of Technology（华沙技术大学） 纠错

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

Comments Accepted for publication at the 29th International Conference on Knowledge-Based and Intelligent Information \& Engineering Systems (KES 2025)

Journal ref Procedia Computer Science 270 (2025) 2166-2175

MedVoiceBias: A Controlled Study of Audio LLM Behavior in Clinical Decision-Making

Zhi Rui Tam, Yun-Nung Chen

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

Inside CORE-KG: Evaluating Structured Prompting and Coreference Resolution for Knowledge Graphs

Dipak Meher, Carlotta Domeniconi

机构 * Department of Computer Science（计算机科学系） ； George Mason University（乔治·马歇尔大学） 纠错

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

Comments ICDM 2025

BLADE: Benchmarking Language Model Agents for Data-Driven Science

Ken Gu, Ruoxi Shang, Ruien Jiang, Keying Kuang, Richard-John Lin, Donghe Lyu, Yue Mao, Youran Pan, Teng Wu, Jiaqian Yu, Yikun Zhang, Tianmai M. Zhang, Lanyi Zhu, Mike A. Merrill, Jeffrey Heer, Tim Althoff

机构 * University of Washington（华盛顿大学） ； UC Berkeley（伯克利大学） ； New York University（纽约大学） ； Stanford University（斯坦福大学） ； University of British Columbia（不列颠哥伦比亚大学） ； Microsoft（微软） ； George Washington University（乔治·华盛顿大学） 纠错

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

Comments EMNLP 2024

SPA: Achieving Consensus in LLM Alignment via Self-Priority Optimization

Yue Huang, Xiangqi Wang, Xiangliang Zhang

机构 * University of Notre Dame（诺特大学） 纠错

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

Comments Accepted by AAAI 2026 (Oral)

BrainCSD: A Hierarchical Consistency-Driven MoE Foundation Model for Unified Connectome Synthesis and Multitask Brain Trait Prediction

Xiongri Shen, Jiaqi Wang, Yi Zhong, Zhenxi Song, Leilei Zhao, Liling Li, Yichen Wei, Lingyan Liang, Shuqiang Wang, Baiying Lei, Demao Deng, Zhiguo Zhang

机构 * Department of Computer Science and Technology, Harbin Institute of Technology（哈尔滨工业大学计算机科学与技术系） ； School of Intelligence Science and Engineering, College of Artificial Intelligence, Harbin Institute of Technology（哈尔滨工业大学智能科学与工程学院） ； School of Biomedical Engineering, National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical, Measurements and Ultrasound Imaging, Shenzhen University Medical School, Shenzhen University（深圳大学医学院生物医学工程学院） ； Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences（中国科学院深圳先进技术研究院） 纠错

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

Customized Retrieval-Augmented Generation with LLM for Debiasing Recommendation Unlearning

Haichao Zhang, Chong Zhang, Peiyu Hu, Shi Qiu, Jia Wang

机构 * Xi'an Jiaotong-Liverpool University（西安交通大学利物浦大学） 纠错

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

Comments 10 pages, 4 figures. Accepted ICDM 2025 (IEEE International Conference on Data Mining)

tcrLM: a lightweight protein language model for predicting T cell receptor and epitope binding specificity

Xing Fang, Chenpeng Yu, Shiye Tian, Hui Liu

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

RareAgents: Autonomous Multi-disciplinary Team for Rare Disease Diagnosis and Treatment

Xuanzhong Chen, Ye Jin, Xiaohao Mao, Lun Wang, Shuyang Zhang, Ting Chen

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 AAAI2026 Oral

Anchors in the Machine: Behavioral and Attributional Evidence of Anchoring Bias in LLMs

Felipe Valencia-Clavijo

机构 * Dataplicada 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

Taming Multi-Domain, -Fidelity Data: Towards Foundation Models for Atomistic Scale Simulations

Tomoya Shiota, Kenji Ishihara, Tuan Minh Do, Toshio Mori, Wataru Mizukami

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

Scene-Aware Urban Design: A Human-AI Recommendation Framework Using Co-Occurrence Embeddings and Vision-Language Models

Rodrigo Gallardo, Oz Fishman, Alexander Htet Kyaw

机构 * Department of Architecture（建筑系） ； Department of EECS（电子工程与计算机科学系） ； Massachusetts Institute of Technology（麻省理工学院） 纠错

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

Comments Accepted to NEURIPS 2025 Creative AI Track

Using language models to label clusters of scientific documents

Dakota Murray, Chaoqun Ni, Weiye Gu, Trevor Hubbard

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

Comments 36 pages, 2 figures

A multi-modal vision-language model for generalizable annotation-free pathology localization

Hao Yang, Hong-Yu Zhou, Jiarun Liu, Weijian Huang, Cheng Li, Zhihuan Li, Yuanxu Gao, Qiegen Liu, Yong Liang, Qi Yang, Song Wu, Tao Tan, Hairong Zheng, Kang Zhang, Shanshan Wang

机构 * Paul C. Lauterbur Research Center for Biomedical Imaging（生物医学成像研究中心） ； Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences（中国科学院深圳先进技术研究院） ； Pengcheng Laboratory（鹏城实验室） ； University of Chinese Academy of Sciences（中国科学院大学） ； Chinese Medicine Guangdong Laboratory（广东中医药实验室） ； Beijing Chaoyang Hospital, Capital Medical University（首都医科大学北京朝阳医院） 纠错

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

Generative Medical Event Models Improve with Scale

Shane Waxler, Paul Blazek, Davis White, Daniel Sneider, Kevin Chung, Mani Nagarathnam, Patrick Williams, Hank Voeller, Karen Wong, Matthew Swanhorst, Sheng Zhang, Naoto Usuyama, Cliff Wong, Tristan Naumann, Hoifung Poon, Andrew Loza, Daniella Meeker, Seth Hain, Rahul Shah

机构 * Epic Systems（Epic系统） ； Microsoft Research（微软研究院） ； Yale School of Medicine（耶鲁医学院） ； Cosmos Governing Council（Cosmos管理委员会） 纠错

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

DiA-gnostic VLVAE: Disentangled Alignment-Constrained Vision Language Variational AutoEncoder for Robust Radiology Reporting with Missing Modalities

Nagur Shareef Shaik, Teja Krishna Cherukuri, Adnan Masood, Dong Hye Ye

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

Comments Accepted for Oral Presentation at the 40th AAAI Conference on Artificial Intelligence (AAAI-26), Main Technical Track

Enhancing Multimodal Recommendations with Vision-Language Models and Information-Aware Fusion

Hai-Dang Kieu, Min Xu, Thanh Trung Huynh, Dung D. Le

专题命中 领域大模型 ：language model(title)

ACE-ICD: Acronym Expansion As Data Augmentation For Automated ICD Coding

Tuan-Dung Le, Shohreh Haddadan, Thanh Q. Thieu

机构 * Moffitt Cancer Center and Research Institute（莫菲特癌症中心和研究所在） ； University of South Florida（佛罗里达州立大学） 纠错

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

Comments Camera ready version for IJCNLP-AACL 2025 (Findings)

Retrieval-Augmented Feature Generation for Domain-Specific Classification

Xinhao Zhang, Jinghan Zhang, Fengran Mo, Dakshak Keerthi Chandra, Yu-Zhong Chen, Fei Xie, Kunpeng Liu

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

Comments Accepted by ICDM 2025

AI-assisted workflow enables rapid, high-fidelity breast cancer clinical trial eligibility prescreening

Jacob T. Rosenthal, Emma Hahesy, Sulov Chalise, Menglei Zhu, Mert R. Sabuncu, Lior Z. Braunstein, Anyi Li

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

Google-MedGemma Based Abnormality Detection in Musculoskeletal radiographs

Soumyajit Maity, Pranjal Kamboj, Sneha Maity, Rajat Singh, Sankhadeep Chatterjee

机构 * University of Texas at Arlington, Texas, United States（德克萨斯大学阿灵顿分校） ； University of Engineering and Management, Kolkata, India（工程与管理大学） ； Sardar Vallabhbhai National Institute of Technology, Surat, India（萨达尔·瓦拉布尔希国家理工学院） 纠错

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

Comments Proceedings of ICICT 2026, London, Springer (Forthcoming, February 2026; Accepted for Publication)