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相关论文: Baichuan-M2: Scaling Medical Capability with Large…

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While recent advancements in commercial large language models (LM) have shown promising results in medical tasks, their closed-source nature poses significant privacy and security concerns, hindering their widespread use in the medical…

计算与语言 · 计算机科学 2024-07-02 Hyunjae Kim , Hyeon Hwang , Jiwoo Lee , Sihyeon Park , Dain Kim , Taewhoo Lee , Chanwoong Yoon , Jiwoong Sohn , Donghee Choi , Jaewoo Kang

Automating radiology report generation poses a dual challenge: building clinically reliable systems and designing rigorous evaluation protocols. We introduce a multi-agent reinforcement learning framework that serves as both a benchmark and…

人工智能 · 计算机科学 2025-09-23 Ahmed T. Elboardy , Ghada Khoriba , Essam A. Rashed

The rapid advancement of large language models(LLMs) has prompted significant interest in their potential applications in medical domains. This paper presents a comprehensive benchmark evaluation of 27 state-of-the-art LLMs on Chinese…

With the advent of Large Language Models (LLMs), medical artificial intelligence (AI) has experienced substantial technological progress and paradigm shifts, highlighting the potential of LLMs to streamline healthcare delivery and improve…

计算与语言 · 计算机科学 2024-12-10 Lei Liu , Xiaoyan Yang , Junchi Lei , Yue Shen , Jian Wang , Peng Wei , Zhixuan Chu , Zhan Qin , Kui Ren

We present DM-Bench, the first benchmark designed to evaluate large language model (LLM) performance across real-world decision-making tasks faced by individuals managing diabetes in their daily lives. Unlike prior health benchmarks that…

机器学习 · 计算机科学 2025-10-06 Maria Ana Cardei , Josephine Lamp , Mark Derdzinski , Karan Bhatia

Large language models (LLMs) are increasingly used for medical consultation and health information support. In this high-stakes setting, safety depends not only on medical knowledge, but also on how models respond when patient inputs are…

计算与语言 · 计算机科学 2026-04-01 Yahan Li , Xinyi Jie , Wanjia Ruan , Xubei Zhang , Huaijie Zhu , Yicheng Gao , Chaohao Du , Ruishan Liu

As Vision-Language Models (VLMs) increasingly gain traction in medical applications, clinicians are progressively expecting AI systems not only to generate textual diagnoses but also to produce corresponding medical images that integrate…

计算机视觉与模式识别 · 计算机科学 2025-11-19 Junjie Yang , Yuhao Yan , Gang Wu , Yuxuan Wang , Ruoyu Liang , Xinjie Jiang , Xiang Wan , Fenglei Fan , Yongquan Zhang , Feiwei Qin , Changmiao Wang

The healthcare industry is currently experiencing an unprecedented wave of cybersecurity attacks, impacting millions of individuals. With the discovery of thousands of vulnerabilities each month, there is a pressing need to drive the…

计算与语言 · 计算机科学 2024-07-23 Rikhiya Ghosh , Oladimeji Farri , Hans-Martin von Stockhausen , Martin Schmitt , George Marica Vasile

Causal reasoning capability is critical in advancing large language models (LLMs) toward strong artificial intelligence. While versatile LLMs appear to have demonstrated capabilities in understanding contextual causality and providing…

人工智能 · 计算机科学 2025-06-30 Haoang Chi , He Li , Wenjing Yang , Feng Liu , Long Lan , Xiaoguang Ren , Tongliang Liu , Bo Han

With the rapid development of artificial intelligence, large language models (LLMs) have shown promising capabilities in mimicking human-level language comprehension and reasoning. This has sparked significant interest in applying LLMs to…

计算与语言 · 计算机科学 2023-11-06 Mingze Yuan , Peng Bao , Jiajia Yuan , Yunhao Shen , Zifan Chen , Yi Xie , Jie Zhao , Yang Chen , Li Zhang , Lin Shen , Bin Dong

The advent of Large Language Models (LLMs) offers potential solutions to address problems such as shortage of medical resources and low diagnostic consistency in psychiatric clinical practice. Despite this potential, a robust and…

计算与语言 · 计算机科学 2025-06-19 Shuyu Liu , Ruoxi Wang , Ling Zhang , Xuequan Zhu , Rui Yang , Xinzhu Zhou , Fei Wu , Zhi Yang , Cheng Jin , Gang Wang

Large language models (LLMs) constitute a breakthrough state-of-the-art Artificial Intelligence technology which is rapidly evolving and promises to aid in medical diagnosis. However, the correctness and the accuracy of their returns has…

计算与语言 · 计算机科学 2024-02-07 Dimitrios P. Panagoulias , Maria Virvou , George A. Tsihrintzis

Large Language Models (LLMs) are increasingly applied to medicine, yet their adoption is limited by concerns over reliability and safety. Existing evaluations either test factual medical knowledge in isolation or assess patient-level…

计算与语言 · 计算机科学 2026-05-08 Zhan Qu , Michael Färber

In response to the pressing need for advanced clinical problem-solving tools in healthcare, we introduce BooksMed, a novel framework based on a Large Language Model (LLM). BooksMed uniquely emulates human cognitive processes to deliver…

Large Language Models (LLMs) are increasingly used for clinical decision support, where hallucinations and unsafe suggestions may pose direct risks to patient safety. These risks are hard to assess: subtle clinical errors are often missed…

计算与语言 · 计算机科学 2026-05-14 Yinzhu Chen , Abdine Maiga , Hossein A. Rahmani , Emine Yilmaz

Numerous medical systems powered by Large Language Models (LLMs) have achieved remarkable progress in diverse healthcare tasks. However, research on their medication safety remains limited due to the lack of real world datasets, constrained…

人工智能 · 计算机科学 2025-11-07 Jiahao Zhao , Luxin Xu , Minghuan Tan , Lichao Zhang , Ahmadreza Argha , Hamid Alinejad-Rokny , Min Yang

Artificial intelligence has demonstrated significant potential in clinical decision-making; however, developing models capable of adapting to diverse real-world scenarios and performing complex diagnostic reasoning remains a major…

计算机视觉与模式识别 · 计算机科学 2025-08-18 Ronghao Xu , Zhen Huang , Yangbo Wei , Xiaoqian Zhou , Zikang Xu , Ting Liu , Zihang Jiang , S. Kevin Zhou

Large language models (LLM) have achieved impressive performance on medical question-answering benchmarks. However, high benchmark accuracy does not imply that the performance generalizes to real-world clinical settings. Medical…

计算与语言 · 计算机科学 2024-09-04 Robert Osazuwa Ness , Katie Matton , Hayden Helm , Sheng Zhang , Junaid Bajwa , Carey E. Priebe , Eric Horvitz

This research tests the role of Large Language Models (LLMs) as formal second opinion tools in professional decision-making, particularly focusing on complex medical cases where even experienced physicians seek peer consultation. The work…

密码学与安全 · 计算机科学 2024-10-29 David Noever

Background: Biomedical entity normalization is critical to biomedical research because the richness of free-text clinical data, such as progress notes, can often be fully leveraged only after translating words and phrases into structured…

计算与语言 · 计算机科学 2024-05-27 Nicholas J Dobbins
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