语言大模型 / LLM

The LLM Pro Finance Suite: Multilingual Large Language Models for Financial Applications

Gaëtan Caillaut, Raheel Qader, Jingshu Liu, Mariam Nakhlé, Arezki Sadoune, Massinissa Ahmim, Jean-Gabriel Barthelemy

机构 * Dragon LLM 纠错

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

Limitations of Large Language Models in Clinical Problem-Solving Arising from Inflexible Reasoning

Jonathan Kim, Anna Podlasek, Kie Shidara, Feng Liu, Ahmed Alaa, Danilo Bernardo

机构 * Department of Neurology and Neurologic Sciences（神经病学与神经科学系） ； Stanford University（斯坦福大学） ； Image Guided Therapy and Research Facility（影像引导治疗与研究设施） ； University of Dundee（邓迪大学） ； Weill Institute of Neurology and Neurosciences（韦尔神经病学与神经科学研究所） ； University of California, San Francisco（加州大学旧金山分校） ； Department of Systems and Enterprises（系统与企业系） ； Stevens Institute of Technology（史蒂文斯理工学院） ； Department of EECS（电子工程与计算机科学系） ； University of California Berkeley（加州大学伯克利分校） 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.CL、cs.AI

Comments 14 pages, 6 figures

Journal ref Sci Rep 15, 39426 (2025)

Large Language Model Benchmarks in Medical Tasks

Lawrence K. Q. Yan, Qian Niu, Ming Li, Yichao Zhang, Caitlyn Heqi Yin, Cheng Fei, Benji Peng, Ziqian Bi, Pohsun Feng, Keyu Chen, Tianyang Wang, Yunze Wang, Silin Chen, Ming Liu, Junyu Liu, Xinyuan Song, Riyang Bao, Zekun Jiang, Ziyuan Qin

机构 * Hong Kong University of Science and Technology（香港科技大学） ； Kyoto University（京都大学） ； Georgia Institute of Technology（佐治亚理工学院） ； The University of Texas at Dallas（德克萨斯大学达拉斯分校） ； University of Wisconsin-Madison（威斯康星大学麦迪逊分校） ； Cornell University（康奈尔大学） ； Indiana University（印第安纳大学） ； National Taiwan Normal University（台湾师范大学） ； University of Liverpool（利物浦大学） ； University of Edinburgh（爱丁堡大学） ； Zhejiang University（浙江大学） ； Purdue University（普渡大学） ； Emory University（埃默里大学） ； West China Biomedical Big Data Center, West China Hospital, Sichuan University（西京生物大数据中心，西京医院，四川大学） 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.CL、cs.AI

Comments 25 pages, 5 tables

Asking the Right Questions: Benchmarking Large Language Models in the Development of Clinical Consultation Templates

Liam G. McCoy, Fateme Nateghi Haredasht, Kanav Chopra, David Wu, David JH Wu, Abass Conteh, Sarita Khemani, Saloni Kumar Maharaj, Vishnu Ravi, Arth Pahwa, Yingjie Weng, Leah Rosengaus, Lena Giang, Kelvin Zhenghao Li, Olivia Jee, Daniel Shirvani, Ethan Goh, Jonathan H. Chen

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

JW-Flare: Accurate Solar Flare Forecasting Method Based on Multimodal Large Language Models

Mingfu Shao, Hui Wang, Yuyang Li, Jiaben Lin, Jifeng Liu, Baolin Tan, Juan Guo, Yin Zhang, Jing Huang, Jiangtao Su, Yingzi Sun, Haiqing Xu, Jie Chen, Suo Liu, Yuanyong Deng, Liyue Tong, Yang Bai, Cunshi Wang, Kaifan Ji, Yuqing Zhou

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

Comments 12 pages, 5 figures

Where Should I Study? Biased Language Models Decide! Evaluating Fairness in LMs for Academic Recommendations

Krithi Shailya, Akhilesh Kumar Mishra, Gokul S Krishnan, Balaraman Ravindran

机构 * Centre for Responsible AI (CeRAI), Wadhwani School of Data Science and AI (WSAI)（负责任人工智能中心（CeRAI）、Wadhwani数据科学与人工智能学校（WSAI）） ； Indian Institute of Technology Madras（印度理工学院马德拉斯学院） 纠错

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

Comments Accepted at IJCNLP-AACL 2025 Findings

Steve: LLM Powered ChatBot for Career Progression

Naveen Mathews Renji, Balaji Rao, Carlo Lipizzi

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

GSAP-ERE: Fine-Grained Scholarly Entity and Relation Extraction Focused on Machine Learning

Wolfgang Otto, Lu Gan, Sharmila Upadhyaya, Saurav Karmakar, Stefan Dietze

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

Comments Accepted at AAAI 2026

Not Everything That Counts Can Be Counted: A Case for Safe Qualitative AI

Stine Beltoft, Lukas Galke

机构 * University of Southern Denmark（丹麦南丹麦大学） 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

Comments Accepted at 3rd International Conference on Frontiers of Artificial Intelligence, Ethics, and Multidisciplinary Applications (FAIEMA 2025)

Nearly Optimal Algorithms for Contextual Dueling Bandits from Adversarial Feedback

Qiwei Di, Jiafan He, Quanquan Gu

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

Comments 33pages, 2 figures, 1 table, ICML2025

Qualitative Research in an Era of AI: A Pragmatic Approach to Data Analysis, Workflow, and Computation

Corey M. Abramson, Tara Prendergast, Zhuofan Li, Daniel Dohan

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

Comments FORTHCOMING: Abramson, Corey M., Tara Prendergast, Zhuofan Li, Daniel Dohan. 2026 (forthcoming). "Qualitative Research in an Era of AI: A Pragmatic Approach to Data Analysis, Workflow, and Computation". Annual Review of Sociology. pre-print, methodology, workflow article

LExT: Towards Evaluating Trustworthiness of Natural Language Explanations

Krithi Shailya, Shreya Rajpal, Gokul S Krishnan, Balaraman Ravindran

机构 * Centre for Responsible AI, IIT Madras（责任人工智能中心，IIT马德拉斯） 纠错

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

Knowledge Graph Analysis of Legal Understanding and Violations in LLMs

Abha Jha, Abel Salinas, Fred Morstatter

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

Read the Docs Before Rewriting: Equip Rewriter with Domain Knowledge via Continual Pre-training

Qi Wang, Yixuan Cao, Yifan Liu, Jiangtao Zhao, Ping Luo

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

Comments The paper is about to undergo significant revisions

MedFuse: Multiplicative Embedding Fusion For Irregular Clinical Time Series

Yi-Hsien Hsieh, Ta-Jung Chien, Chun-Kai Huang, Shao-Hua Sun, Che Lin

机构 * Graduate Institute of Communication Engineering, National Taiwan University (NTU)（国立台湾大学通信工程研究所） ； Department of Electrical Engineering, NTU（国立台湾大学电子工程系） ； Center for Advanced Computing and Imaging in Biomedicine, NTU（国立台湾大学生物医学先进计算与影像中心） ； Smart Medicine and Health Informatics Program, NTU（国立台湾大学智慧医疗与健康资讯学程） 纠错

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

Improving Sustainability of Adversarial Examples in Class-Incremental Learning

Taifeng Liu, Xinjing Liu, Liangqiu Dong, Yang Liu, Yilong Yang, Zhuo Ma

机构 * ∗ Corresponding author（通讯作者） 纠错

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

Comments This paper is accepted to AAAI 2026

M^2VAE: Multi-Modal Multi-View Variational Autoencoder for Cold-start Item Recommendation

Chuan He, Yongchao Liu, Qiang Li, Wenliang Zhong, Chuntao Hong, Xinwei Yao

机构 * Ant Group（蚂蚁集团） 纠错

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

AutoG: Towards automatic graph construction from tabular data

Zhikai Chen, Han Xie, Jian Zhang, Xiang song, Jiliang Tang, Huzefa Rangwala, George Karypis

机构 * Michigan State University（密歇根州立大学） ； Amazon（亚马逊） 纠错

专题命中 领域大模型 ：LLM(abstract)；分类 cs.LG

Comments camera ready version, update meta info,accepted by ICLR 2025 https://openreview.net/forum?id=hovDbX4Gh6

ChexFract: From General to Specialized -- Enhancing Fracture Description Generation

Nikolay Nechaev, Evgeniia Przhezdzetskaia, Dmitry Umerenkov, Dmitry V. Dylov

机构 * Artificial Intelligence Research Institute (AIRI)（人工智能研究 institute (AIRI)） 纠错

专题命中 领域大模型 ：language model(abstract)

Comments 13 pages, 3 figures

CFDagent: A Language-Guided, Zero-Shot Multi-Agent System for Complex Flow Simulation

Zhaoyue Xu, Long Wang, Chunyu Wang, Yixin Chen, Qingyong Luo, Hua-Dong Yao, Shizhao Wang, Guowei He

专题命中 领域大模型 ：LLM(abstract)

Domain Adaptation from Generated Multi-Weather Images for Unsupervised Maritime Object Classification

Dan Song, Shumeng Huo, Wenhui Li, Lanjun Wang, Chao Xue, An-An Liu

机构 * The School of Electrical and Information Engineering, Tianjin University, China（天津大学电气与信息工程学院） ； Tiandy Technologies Co., Ltd, Tianjin, China（天津天盾科技有限公司） 纠错

专题命中 领域大模型 ：language model(abstract)