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Related papers: MedGo: A Chinese Medical Large Language Model

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This paper explores the advancements and applications of language models in healthcare, focusing on their clinical use cases. It examines the evolution from early encoder-based systems requiring extensive fine-tuning to state-of-the-art…

Artificial Intelligence · Computer Science 2025-05-12 Nikita Neveditsin , Pawan Lingras , Vijay Mago

Large language models (LLMs) have revolutionized the field of artificial intelligence, enabling natural language processing tasks that were previously thought to be exclusive to humans. In this work, we introduce Qwen, the first installment…

Clinical guidelines, typically structured as decision trees, are central to evidence-based medical practice and critical for ensuring safe and accurate diagnostic decision-making. However, it remains unclear whether Large Language Models…

Computation and Language · Computer Science 2025-05-20 Xiaomin Li , Mingye Gao , Yuexing Hao , Taoran Li , Guangya Wan , Zihan Wang , Yijun Wang

Large language models (LLMs) show significant potential in healthcare, prompting numerous benchmarks to evaluate their capabilities. However, concerns persist regarding the reliability of these benchmarks, which often lack clinical…

Computation and Language · Computer Science 2026-04-30 Wenting Chen , Guo Yu , Yiu-Fai Cheung , Meidan Ding , Jie Liu , Zizhan Ma , Wenxuan Wang , Linlin Shen

Large Language Models (LLMs) have demonstrated impressive capabilities across natural language processing tasks. However, their application to specialized domains such as medicine and biology requires further optimization to ensure factual…

Computation and Language · Computer Science 2025-02-06 Seonok Kim

Pre-trained computational language models have recently made remarkable progress in harnessing the language abilities which were considered unique to humans. Their success has raised interest in whether these models represent and process…

Computation and Language · Computer Science 2024-03-05 Yunhao Zhang , Xiaohan Zhang , Chong Li , Shaonan Wang , Chengqing Zong

Large-scale language models (LLMs) has shown remarkable capability in various of Natural Language Processing (NLP) tasks and attracted lots of attention recently. However, some studies indicated that large language models fail to achieve…

Computation and Language · Computer Science 2025-03-18 Fanyi Qu , Chenming Tang , Yunfang Wu

This paper investigates the challenges of developing large language models (LLMs) proficient in both multilingual understanding and medical knowledge. We demonstrate that simply translating medical data does not guarantee strong performance…

Computation and Language · Computer Science 2025-01-20 Nada Saadi , Tathagata Raha , Clément Christophe , Marco AF Pimentel , Ronnie Rajan , Praveen K Kanithi

Recently, large models have shown significant potential for smart healthcare. However, the deployment of Large Vision-Language Models (LVLMs) for clinical services is currently hindered by three critical challenges: a tendency to…

Artificial Intelligence · Computer Science 2025-10-27 Siyong Chen , Jinbo Wen , Jiawen Kang , Tenghui Huang , Xumin Huang , Yuanjia Su , Hudan Pan , Zishao Zhong , Dusit Niyato , Shengli Xie , Dong In Kim

Recent advances in multimodal large language models (MLLMs) have significantly improved medical AI, enabling it to unify the understanding of visual and textual information. However, as medical knowledge continues to evolve, it is critical…

Artificial Intelligence · Computer Science 2025-08-08 Dexuan Xu , Jieyi Wang , Zhongyan Chai , Yongzhi Cao , Hanpin Wang , Huamin Zhang , Yu Huang

We introduce MedQARo, the first large-scale medical QA benchmark in Romanian, alongside a comprehensive evaluation of state-of-the-art large language models (LLMs). We construct a high-quality and large-scale dataset comprising 105,880 QA…

Medical dialogue generation relies on natural language generation techniques to enable online medical consultations. Recently, the widespread adoption of large-scale models in the field of natural language processing has facilitated rapid…

Computation and Language · Computer Science 2023-11-27 Zhijie Qu , Juan Li , Zerui Ma , Jianqiang Li

Large language models with reasoning capabilities have demonstrated impressive performance across a wide range of domains. In clinical applications, a transparent, step-by-step reasoning process provides physicians with strong evidence to…

Artificial Intelligence · Computer Science 2025-12-16 Linjie Mu , Yannian Gu , Zhongzhen Huang , Yakun Zhu , Shaoting Zhang , Xiaofan Zhang

Classical Chinese is a gateway to the rich heritage and wisdom of ancient China, yet its complexities pose formidable comprehension barriers for most modern people without specialized knowledge. While Large Language Models (LLMs) have shown…

Computation and Language · Computer Science 2024-10-01 Jiahuan Cao , Dezhi Peng , Peirong Zhang , Yongxin Shi , Yang Liu , Kai Ding , Lianwen Jin

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,…

Computation and Language · Computer Science 2026-04-13 Xiaohan Ren , Chenxiao Fan , Wenyin Ma , Hongliang He , Chongming Gao , Xiaoyan Zhao , Fuli Feng

General-purpose large language models demonstrate notable capabilities in language comprehension and generation, achieving results that are comparable to, or even surpass, human performance in many natural language processing tasks.…

Computation and Language · Computer Science 2025-06-19 Shen Li , Renfen Hu , Lijun Wang

Recently, various Large Language Models (LLMs) evaluation datasets have emerged, but most of them have issues with distorted rankings and difficulty in model capabilities analysis. Addressing these concerns, this paper introduces ANGO, a…

Computation and Language · Computer Science 2024-02-22 Bingchao Wang

Multilingual pre-trained language models have shown impressive performance on cross-lingual tasks. It greatly facilitates the applications of natural language processing on low-resource languages. However, there are still some languages…

Computation and Language · Computer Science 2022-09-22 Ziqing Yang , Zihang Xu , Yiming Cui , Baoxin Wang , Min Lin , Dayong Wu , Zhigang Chen

Large Language Models (LLMs) like GPT-4, MedPaLM-2, and Med-Gemini achieve performance competitively with human experts across various medical benchmarks. However, they still face challenges in making professional diagnoses akin to…

Computation and Language · Computer Science 2024-08-23 Xiaohan Wang , Xiaoyan Yang , Yuqi Zhu , Yue Shen , Jian Wang , Peng Wei , Lei Liang , Jinjie Gu , Huajun Chen , Ningyu Zhang

Large Language Models (LLMs) have brought huge improvements to Artificial Intelligence (AI), which can be applied to general-purpose tasks. However, their application to textual or spoken medical consultations is still an open research…

Artificial Intelligence · Computer Science 2026-05-27 Heriberto Cuayahuitl , Grace Jang
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