语言大模型 / LLM - arXivDaily 专题

2510.18674 2025-10-22 cs.CR cs.AI 88%

Exploring Membership Inference Vulnerabilities in Clinical Large Language Models

Alexander Nemecek, Zebin Yun, Zahra Rahmani, Yaniv Harel, Vipin Chaudhary, Mahmood Sharif, Erman Ayday

机构 * Case Western Reserve University（凯斯西储大学）； Tel Aviv University（特拉维夫大学）

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

Comments Accepted at the 1st IEEE Workshop on Healthcare and Medical Device Security, Privacy, Resilience, and Trust (IEEE HMD-SPiRiT)

2510.18304 2025-10-22 cs.CV cs.CL 88%

The Impact of Image Resolution on Biomedical Multimodal Large Language Models

Liangyu Chen, James Burgess, Jeffrey J Nirschl, Orr Zohar, Serena Yeung-Levy

机构 * Stanford University（斯坦福大学）； Institute for Computational and Mathematical Engineering (ICME)（计算与数学工程研究所）

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

Comments Proceedings of the 10th Machine Learning for Healthcare Conference, PMLR 298, 2025

2510.18303 2025-10-22 cs.CV 88%

Proactive Reasoning-with-Retrieval Framework for Medical Multimodal Large Language Models

Lehan Wang, Yi Qin, Honglong Yang, Xiaomeng Li

机构 * The Hong Kong University of Science and Technology（香港科学与技术大学）

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

Comments Work in progress

2411.12783 2025-10-22 cs.CV 88%

Med-2E3: A 2D-Enhanced 3D Medical Multimodal Large Language Model

Yiming Shi, Xun Zhu, Kaiwen Wang, Ying Hu, Chenyi Guo, Miao Li, Ji Wu

机构 * Department of Electronic Engineering, Tsinghua University（清华大学电子工程系）； College of AI, Tsinghua University（清华大学人工智能学院）； Beijing National Research Center for Information Science and Technology（北京信息科学与技术国家研究中心）

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

2510.18806 2025-10-22 cs.CY 86%

Integrating Large Language Models and Evaluating Student Outcomes in an Introductory Computer Science Course

Annapurna Vadaparty, David H. Smith, Samvrit Srinath, Mounika Padala, Christine Alvarado, Jamie Gorson Benario, Daniel Zingaro, Leo Porter

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

2510.17892 2025-10-22 cs.CL 84%

Advances in Pre-trained Language Models for Domain-Specific Text Classification: A Systematic Review

Zhyar Rzgar K. Rostam, Gábor Kertész

机构 * Doctoral School of Applied Informatics and Applied Mathematics, Obuda University（应用信息学与应用数学博士学院，奥布达大学）； John von Neumann Faculty of Informatics, Obuda University（冯·诺依曼信息学学院，奥布达大学）； Laboratory of Parallel and Distributed Systems, Institute for Computer Science and Control (SZTAKI), Hungarian Research Network (HUN-REN)（并行与分布式系统实验室，计算机科学与控制研究所（SZTAKI），匈牙利研究网络（HUN-REN））

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

Comments 41 pages, 10 figures, 13 tables

Journal ref Zhyar Rzgar K. Rostam and Gábor Kertész. 2025. Advances in Pre-trained Language Models for Domain-Specific Text Classification: A Systematic Review. ACM Trans. Intell. Syst. Technol. 16, 6, Article 124 (December 2025), 41 pages

2510.18475 2025-10-22 cs.CL 77%

DART: A Structured Dataset of Regulatory Drug Documents in Italian for Clinical NLP

Mariano Barone, Antonio Laudante, Giuseppe Riccio, Antonio Romano, Marco Postiglione, Vincenzo Moscato

机构 * University of Naples Federico II, Department of Electrical Engineering（那不勒斯费德里科二世大学电气工程系）； Consorzio Interuniversitario Nazionale per l'Informatica (CINI) - ITEM National Lab, Complesso Universitario Monte S.Angelo, Naples, Italy（国家信息计算联合研究所（CINI）- ITEM国家实验室，那不勒斯意大利大学综合体）； Northwestern University, Department of Computer Science, McCormick School of Engineering（西北大学计算机科学系，麦科姆工程学院）

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

Journal ref ITADATA 2025: 4th Italian Conference on Big Data and Data Science, Turin, Italy, September 9-11, 2025

2510.18468 2025-10-22 cs.CL 77%

IMB: An Italian Medical Benchmark for Question Answering

Antonio Romano, Giuseppe Riccio, Mariano Barone, Marco Postiglione, Vincenzo Moscato

机构 * University of Naples Federico II, Department of Electrical Engineering（那不勒斯费德里科二世大学电子工程系）； Consorzio Interuniversitario Nazionale per l'Informatica (CINI) - ITEM National Lab（国家信息计算联合研究中心（CINI）- ITEM国家实验室）； Northwestern University, Department of Computer Science, McCormick School of Engineering（西北大学计算机科学系，工程学院）

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

Journal ref CLIC-it 2025: Eleventh Italian Conference on Computational Linguistics, Cagliari, Italy, September 24-26, 2025

2510.18297 2025-10-22 cs.CL cs.AI 73%

From Retrieval to Generation: Unifying External and Parametric Knowledge for Medical Question Answering

Lei Li, Xiao Zhou, Yingying Zhang, Xian Wu

机构 * Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学北京校区人工智能学院）； Tencent Jarvis Lab（腾讯 Jarvis 实验室）

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

Comments 13 pages, 4 figures

2510.17882 2025-10-22 cs.CY cs.AI cs.CL cs.DL 73%

Does GenAI Rewrite How We Write? An Empirical Study on Two-Million Preprints

Minfeng Qi, Zhongmin Cao, Qin Wang, Ningran Li, Tianqing Zhu

机构 * City University of Macau（澳门城市大学）； CSIRO Data61（CSIRO数据61）； The University of Adelaide（阿德莱德大学）

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

2509.01042 2025-10-22 cs.LG cs.IR 70%

MatPROV: A Provenance Graph Dataset of Material Synthesis Extracted from Scientific Literature

Hirofumi Tsuruta, Masaya Kumagai

机构 * SAKURA internet Inc.（SAKURA互联网公司）； Kyoto University（京都大学）

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

2408.10111 2025-10-22 cs.AI cs.LG 62%

LENS: Large Pre-trained Transformer for Exploring Financial Time Series Regularities

Yuanjian Xu, Anxian Liu, Jianing Hao, Zhenzhuo Li, Shichang Meng, Guang Zhang

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州））； City University of Hong Kong（香港城市大学）； Peking University（北京大学）

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

2510.17839 2025-10-22 cs.SE 50%

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Johannes Schneider, Rene Abraham

专题命中领域大模型：foundation model(abstract)

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