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The recent success of large language models (LLMs) and the scaling law has led to a widespread adoption of larger models. Particularly in the healthcare industry, there is an increasing demand for locally operated LLMs due to security…

计算与语言 · 计算机科学 2024-09-23 Issey Sukeda

Rapid integration of large language models (LLMs) in health care is sparking global discussion about their potential to revolutionize health care quality and accessibility. At a time when improving health care quality and access remains a…

计算机与社会 · 计算机科学 2025-04-01 Troy Zada , Natalie Tam , Francois Barnard , Marlize Van Sittert , Venkat Bhat , Sirisha Rambhatla

Large language models (LLMs) are increasingly applied to clinical decision-making. However, their potential to exhibit bias poses significant risks to clinical equity. Currently, there is a lack of benchmarks that systematically evaluate…

计算与语言 · 计算机科学 2024-11-18 Yubo Zhang , Shudi Hou , Mingyu Derek Ma , Wei Wang , Muhao Chen , Jieyu Zhao

Recent advances in large language models (LLMs) and medical LLMs (Med-LLMs) have demonstrated strong performance on general medical benchmarks. However, their capabilities in specialized medical fields, such as dentistry which require…

计算与语言 · 计算机科学 2025-08-29 Hengchuan Zhu , Yihuan Xu , Yichen Li , Zijie Meng , Zuozhu Liu

Different from the traditional translation tasks, classical Chinese poetry translation requires both adequacy and fluency in translating culturally and historically significant content and linguistic poetic elegance. Large language models…

计算与语言 · 计算机科学 2024-12-31 Andong Chen , Lianzhang Lou , Kehai Chen , Xuefeng Bai , Yang Xiang , Muyun Yang , Tiejun Zhao , Min Zhang

Automatic disease diagnosis has become increasingly valuable in clinical practice. The advent of large language models (LLMs) has catalyzed a paradigm shift in artificial intelligence, with growing evidence supporting the efficacy of LLMs…

Medical quality control indicators are essential to assess the qualifications of healthcare institutions for medical services. With the impressive performance of large language models (LLMs) like GPT-4 in the medical field, leveraging these…

计算与语言 · 计算机科学 2025-07-10 Guangya Yu , Yanhao Li , Zongying Jiang , Yuxiong Jin , Li Dai , Yupian Lin , Ruihui Hou , Weiyan Zhang , Yongqi Fan , Qi Ye , Jingping Liu , Tong Ruan

What a large language model (LLM) would respond in ethically relevant context? In this paper, we curate a large benchmark CMoralEval for morality evaluation of Chinese LLMs. The data sources of CMoralEval are two-fold: 1) a Chinese TV…

The integration of Artificial Intelligence (AI), especially Large Language Models (LLMs), into the clinical diagnosis process offers significant potential to improve the efficiency and accessibility of medical care. While LLMs have shown…

计算与语言 · 计算机科学 2024-10-15 Mingyu Derek Ma , Chenchen Ye , Yu Yan , Xiaoxuan Wang , Peipei Ping , Timothy S Chang , Wei Wang

Intelligent drug recommendation based on Electronic Health Records (EHRs) is critical for improving the quality and efficiency of clinical decision-making. By leveraging large-scale patient data, drug recommendation systems can assist…

计算与语言 · 计算机科学 2025-12-08 Juntao Li , Haobin Yuan , Ling Luo , Yan Jiang , Fan Wang , Ping Zhang , Huiyi Lv , Jian Wang , Yuanyuan Sun , Hongfei Lin

Chinese Large Language Models (LLMs) have recently demonstrated impressive capabilities across various NLP benchmarks and real-world applications. However, the existing benchmarks for comprehensively evaluating these LLMs are still…

计算与语言 · 计算机科学 2024-03-20 Chuang Liu , Renren Jin , Yuqi Ren , Deyi Xiong

As large language models (LLMs) develop increasingly sophisticated capabilities and find applications in medical settings, it becomes important to assess their medical safety due to their far-reaching implications for personal and public…

人工智能 · 计算机科学 2024-10-11 Tessa Han , Aounon Kumar , Chirag Agarwal , Himabindu Lakkaraju

With the rapid popularity of large language models such as ChatGPT and GPT-4, a growing amount of attention is paid to their safety concerns. These models may generate insulting and discriminatory content, reflect incorrect social values,…

计算与语言 · 计算机科学 2023-04-21 Hao Sun , Zhexin Zhang , Jiawen Deng , Jiale Cheng , Minlie Huang

Large language models (LLMs) have achieved strong performance on medical exam-style tasks, motivating growing interest in their deployment in real-world clinical settings. However, clinical decision-making is inherently safety-critical,…

计算与语言 · 计算机科学 2026-04-13 Xiaohan Ren , Chenxiao Fan , Wenyin Ma , Hongliang He , Chongming Gao , Xiaoyan Zhao , Fuli Feng

The deployment of large language models (LLMs) within the healthcare sector has sparked both enthusiasm and apprehension. These models exhibit the remarkable capability to provide proficient responses to free-text queries, demonstrating a…

计算与语言 · 计算机科学 2024-07-09 Zabir Al Nazi , Wei Peng

With the continuous emergence of Chinese Large Language Models (LLMs), how to evaluate a model's capabilities has become an increasingly significant issue. The absence of a comprehensive Chinese benchmark that thoroughly assesses a model's…

Large Language Models (LLMs) have demonstrated surprising performance across various natural language processing tasks. Recently, medical LLMs enhanced with domain-specific knowledge have exhibited excellent capabilities in medical…

计算与语言 · 计算机科学 2024-09-24 Jinqiang Wang , Huansheng Ning , Yi Peng , Qikai Wei , Daniel Tesfai , Wenwei Mao , Tao Zhu , Runhe Huang

Multi-modal large language models(MLLMs) have achieved remarkable progress and demonstrated powerful knowledge comprehension and reasoning abilities. However, the mastery of domain-specific knowledge, which is essential for evaluating the…

计算与语言 · 计算机科学 2024-05-09 Zheqi He , Xinya Wu , Pengfei Zhou , Richeng Xuan , Guang Liu , Xi Yang , Qiannan Zhu , Hua Huang

Chinese essay writing and its evaluation are critical in educational contexts, yet the capabilities of Large Language Models (LLMs) in this domain remain largely underexplored. Existing benchmarks often rely on coarse-grained text quality…

计算与语言 · 计算机科学 2025-06-04 Fan Gao , Dongyuan Li , Ding Xia , Fei Mi , Yasheng Wang , Lifeng Shang , Baojun Wang

In recent years, Large Language Models (LLMs) have become widely used in medical applications, such as clinical decision support, medical education, and medical question answering. Yet, these models are often English-centric, limiting their…

计算与语言 · 计算机科学 2026-02-06 Chaimae Abouzahir , Congbo Ma , Nizar Habash , Farah E. Shamout