语言大模型 / LLM

Universal Legal Article Prediction via Tight Collaboration between Supervised Classification Model and LLM

Xiao Chi, Wenlin Zhong, Yiquan Wu, Wei Wang, Kun Kuang, Fei Wu, Minghui Xiong

机构 * Zhejiang University（浙江大学） 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 10 pages, 6 figures, Accepted to ICAIL 2025 (International Conference on Artificial Intelligence and Law)

The Knowledge-Behaviour Disconnect in LLM-based Chatbots

Jan Broersen

机构 * Jan Broersen 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

From Limited Data to Rare-event Prediction: LLM-powered Feature Engineering and Multi-model Learning in Venture Capital

Mihir Kumar, Aaron Ontoyin Yin, Zakari Salifu, Kelvin Amoaba, Afriyie Kwesi Samuel, Fuat Alican, Yigit Ihlamur

机构 * University of Oxford（牛津大学） ； Vela Research（维拉研究） 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、cs.LG

Comments 6 pages, 3 figures

ALLabel: Three-stage Active Learning for LLM-based Entity Recognition using Demonstration Retrieval

Zihan Chen, Lei Shi, Weize Wu, Qiji Zhou, Yue Zhang

机构 * Beihang University（北航大学） ； Westlake University（西湖大学） 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

Science Across Languages: Assessing LLM Multilingual Translation of Scientific Papers

Hannah Calzi Kleidermacher, James Zou

机构 * Department of Electrical Engineering, Stanford University（电气工程系，斯坦福大学） 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

Exploring the Robustness of Language Models for Tabular Question Answering via Attention Analysis

Kushal Raj Bhandari, Sixue Xing, Soham Dan, Jianxi Gao

机构 * Rensselaer Polytechnic Institute（拉特盖尔理工学院） ； Microsoft（微软） 纠错

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

Comments Accepted TMLR 2025

PathGPT: Reframing Path Recommendation as a Natural Language Generation Task with Retrieval-Augmented Language Models

Steeve Cuthbert Marcelyn, Yucen Gao, Yuzhe Zhang, Xiaofeng Gao

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

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

When the Domain Expert Has No Time and the LLM Developer Has No Clinical Expertise: Real-World Lessons from LLM Co-Design in a Safety-Net Hospital

Avni Kothari, Patrick Vossler, Jean Digitale, Mohammad Forouzannia, Elise Rosenberg, Michele Lee, Jennee Bryant, Melanie Molina, James Marks, Lucas Zier, Jean Feng

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

Optimal Transport Regularization for Speech Text Alignment in Spoken Language Models

Wenze Xu, Chun Wang, Jiazhen Yu, Sheng Chen, Liang Gao, Weihong Deng

机构 * Mashang Consumer Finance Co., Ltd.（Mashang消费金融有限公司） ； The University of Sydney（悉尼大学） ； Macau University of Science and Technology（澳门科学技术大学） 纠错

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

Comments To be presented at ACPR 2025 Conference

Model-Agnostic Sentiment Distribution Stability Analysis for Robust LLM-Generated Texts Detection

Siyuan Li, Xi Lin, Guangyan Li, Zehao Liu, Aodu Wulianghai, Li Ding, Jun Wu, Jianhua Li

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

RedactOR: An LLM-Powered Framework for Automatic Clinical Data De-Identification

Praphul Singh, Charlotte Dzialo, Jangwon Kim, Sumana Srivatsa, Irfan Bulu, Sri Gadde, Krishnaram Kenthapadi

机构 * Oracle Health & AI（Oracle健康与人工智能） 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、cs.LG

Comments Accepted to ACL 2025 Industry Track. To appear

VolDoGer: LLM-assisted Datasets for Domain Generalization in Vision-Language Tasks

Juhwan Choi, Junehyoung Kwon, JungMin Yun, Seunguk Yu, YoungBin Kim

机构 * AITRICS Seoul（AITRICS首尔） ； Chung-Ang University（Chung-ang 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 ICCV 2025 Workshop on Curated Data for Efficient Learning (CDEL)

DUALRec: A Hybrid Sequential and Language Model Framework for Context-Aware Movie Recommendation

Yitong Li, Raoul Grasman

机构 * University of Amsterdam（阿姆斯特丹大学） 纠错

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

Comments 10 pages, 5 figures

Towards scientific discovery with dictionary learning: Extracting biological concepts from microscopy foundation models

Konstantin Donhauser, Kristina Ulicna, Gemma Elyse Moran, Aditya Ravuri, Kian Kenyon-Dean, Cian Eastwood, Jason Hartford

机构 * Valence Labs（Valence实验室） ； Rutgers University（罗格斯大学） ； University of Cambridge（剑桥大学） ； University of Manchester（曼彻斯特大学） 纠错

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

Learning Universal Human Mobility Patterns with a Foundation Model for Cross-domain Data Fusion

Haoxuan Ma, Xishun Liao, Yifan Liu, Qinhua Jiang, Chris Stanford, Shangqing Cao, Jiaqi Ma

机构 * Department of Civil and Environmental Engineering, University of California, Los Angeles（加州大学洛杉矶分校土木与环境工程系） ； Novateur Research Solutions（Novateur研究解决方案） ； Department of Civil and Environmental Engineering, University of California, Berkeley（加州大学伯克利分校土木与环境工程系） 纠错

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

LLM-Augmented Symptom Analysis for Cardiovascular Disease Risk Prediction: A Clinical NLP

Haowei Yang, Ziyu Shen, Junli Shao, Luyao Men, Xinyue Han, Jing Dong

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

Delving into LLM-assisted writing in biomedical publications through excess vocabulary

Dmitry Kobak, Rita González-Márquez, Emőke-Ágnes Horvát, Jan Lause

机构 * Hertie Institute for AI in Brain Health, University of Tübingen, Germany（人工智能与脑健康赫尔蒂研究所、图宾根大学，德国） ； Northwestern University, Evanston, Illinois, USA（西北大学，埃文斯顿，伊利诺伊州，美国） 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 v5: Reverting to v3

Journal ref Science Advances, 2 Jul 2025, Vol. 11, No. 27

A Data Science Approach to Calcutta High Court Judgments: An Efficient LLM and RAG-powered Framework for Summarization and Similar Cases Retrieval

Puspendu Banerjee, Aritra Mazumdar, Wazib Ansar, Saptarsi Goswami, Amlan Chakrabarti

机构 * A.K.Choudhury School of IT（A.K.Choudhury信息科技学院） ； University of Calcutta（加尔各答大学） ； Department of Computer Science（计算机科学系） ； Bangabasi Morning College（Bangabasi晨学院） 纠错

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

Comments 12 pages, 6 figures

Towards Secure and Private Language Models for Nuclear Power Plants

Muhammad Anwar, Mishca de Costa, Issam Hammad, Daniel Lau

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

Journal ref 44th Annual CNS Conference and the 49th Annual CNS/CNA Student Conference, Westin Harbour Castle Hotel, Toronto, ON, Canada, June 8-11, 2025

The Hitchhikers Guide to Production-ready Trustworthy Foundation Model powered Software (FMware)

Kirill Vasilevski, Benjamin Rombaut, Gopi Krishnan Rajbahadur, Gustavo A. Oliva, Keheliya Gallaba, Filipe R. Cogo, Jiahuei Lin, Dayi Lin, Haoxiang Zhang, Bouyan Chen, Kishanthan Thangarajah, Ahmed E. Hassan, Zhen Ming Jiang

机构 * Centre for Software Excellence, Huawei Canada（华为加拿大软件卓越中心） ； Queen’s University, Canada（加拿大女王大学） ； York University, Canada（加拿大约克大学） 纠错

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

TradingAgents: Multi-Agents LLM Financial Trading Framework

Yijia Xiao, Edward Sun, Di Luo, Wei Wang

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

Comments Tauric Research @ https://github.com/TauricResearch; Oral @ Multi-Agent AI in the Real World

Standard Benchmarks Fail -- Auditing LLM Agents in Finance Must Prioritize Risk

Zichen Chen, Jiaao Chen, Jianda Chen, Misha Sra

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 46 pages, 2 figures, 2 tables

CleanAgent: Automating Data Standardization with LLM-based Agents

Danrui Qi, Zhengjie Miao, Jiannan Wang

机构 * Simon Fraser University（西蒙弗雷泽大学） 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、cs.LG

LKD-KGC: Domain-Specific KG Construction via LLM-driven Knowledge Dependency Parsing

Jiaqi Sun, Shiyou Qian, Zhangchi Han, Wei Li, Zelin Qian, Dingyu Yang, Jian Cao, Guangtao Xue

机构 * Shanghai Jiao Tong University, Shanghai, China（上海交通大学） ； Alibaba Group, Hangzhou, Zhejiang, China（阿里巴巴集团） ； Zhejiang University, Hangzhou, Zhejiang, China（浙江大学） 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 Submitting to EDBT 2026

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation

Sihyeon Lee, Hyunjoo Song, Jong-chan Lee, Yoon Jin Lee, Boram Lee, Hee-Eon Lim, Dongyeong Kim, Jinwook Seo, Bohyoung Kim

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

Less Context, Same Performance: A RAG Framework for Resource-Efficient LLM-Based Clinical NLP

Satya Narayana Cheetirala, Ganesh Raut, Dhavalkumar Patel, Fabio Sanatana, Robert Freeman, Matthew A Levin, Girish N. Nadkarni, Omar Dawkins, Reba Miller, Randolph M. Steinhagen, Eyal Klang, Prem Timsina

机构 * Institute for Healthcare Delivery Science（医疗保健交付科学研究所） ； Department of Anesthesiology, Perioperative and Pain Medicine（麻醉学、围手术期医学和疼痛医学系） ； Hasso Plattner Institute for Digital Health（数字健康哈索·platzer研究所） ； Windreich Department of Artificial Intelligence and Human Health, Mount Sinai Medical Center, NY, USA（人工智能与人类健康威德里奇部门，辛辛那提医学中心，纽约，美国） ； Department of Surgery（外科系） ； Department of Surgery, Senior Quality Data Analyst – ISM（外科系，高级质量数据分析员 – ISM） ； Department of Surgery, Division of Quality and Patient Safety, All at Icahn School of Medicine at Mount Sinai, NY, USA（外科系，质量与患者安全分会，全部在辛辛那提医学院，纽约，美国） 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

CRAKEN: Cybersecurity LLM Agent with Knowledge-Based Execution

Minghao Shao, Haoran Xi, Nanda Rani, Meet Udeshi, Venkata Sai Charan Putrevu, Kimberly Milner, Brendan Dolan-Gavitt, Sandeep Kumar Shukla, Prashanth Krishnamurthy, Farshad Khorrami, Ramesh Karri, Muhammad Shafique

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

MeNTi: Bridging Medical Calculator and LLM Agent with Nested Tool Calling

Yakun Zhu, Shaohang Wei, Xu Wang, Kui Xue, Xiaofan Zhang, Shaoting Zhang

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 NAACL 2025 main conference. Code and Dataset available at [https://github.com/shzyk/MENTI](https://github.com/shzyk/MENTI)

Tianyi: A Traditional Chinese Medicine all-rounder language model and its Real-World Clinical Practice

Zhi Liu, Tao Yang, Jing Wang, Yexin Chen, Zhan Gao, Jiaxi Yang, Kui Chen, Bingji Lu, Xiaochen Li, Changyong Luo, Yan Li, Xiaohong Gu, Peng Cao

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

Comments 23 pages, 4 figures, and 1 tables

MatterChat: A Multi-Modal LLM for Material Science

Yingheng Tang, Wenbin Xu, Jie Cao, Weilu Gao, Steve Farrell, Benjamin Erichson, Michael W. Mahoney, Andy Nonaka, Zhi Yao

机构 * Applied Mathematics and Computational Research Division, Lawrence Berkeley National Laboratory（劳伦斯伯克利国家实验室应用数学与计算研究部） ； National Energy Research Scientific Computing Center, Lawrence Berkeley National Laboratory（劳伦斯伯克利国家实验室国家能源研究科学计算中心） ； NSF National AI Institute for Student-AI Teaming, University of Colorado at Boulder（国家科学基金会学生-人工智能协同人工智能研究所，科罗拉多大学波德罗分校） ； Department of Electrical and Computer Engineering, The University of Utah（犹他大学电气与计算机工程系） ； Scientific Data Division, Lawrence Berkeley National Laboratory（劳伦斯伯克利国家实验室科学数据部） ； International Computer Science Institute, Berkeley, CA, USA（伯克利加州大学国际计算机科学研究所） ； Department of Statistics, University of California at Berkeley（伯克利加州大学统计学系） 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、cs.LG