TCMChat:传统中医学的生成性大语言模型
Yizheng Dai1, Xin Shao2, Jinlu Zhang1
1Pharmaceutical Informatics Institute, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, China; State Key Laboratory of Chinese Medicine Modernization, Innovation Center of Yangtze River Delta, Zhejiang University, Jiaxing 314103, China.
Pharmacological research
|December 1, 2024
概括
新的生成大语言模型 (LLM) TCMChat通过对广泛的TCM数据进行微调来增强传统中医 (TCM) 专业知识. 这种先进的AI模型在TCM知识任务中提供了卓越的性能.
科学领域:
- 人工智能的人工智能
- 计算语言学 计算语言学
- 传统中国医药 传统中国医药
背景情况:
- 大型语言模型 (LLM) 在医学中越来越多地使用,但它们在中国传统医学 (TCM) 中的应用有限.
- 现有的以TCM为重点的LLM已经显示出有限的能力.
研究的目的:
- 开发一个专业的生成法学士,TCMChat,在中国传统医学的增强专业知识.
- 提高LLMs在处理TCM特定知识和问答任务方面的表现.
主要方法:
- 编制了一个大规模的精选数据集,涵盖了六个TCM场景:知识库,多选题,阅读理解,实体提取,病例诊断和草药/配方建议.
- 在使用精心策划的TCM数据集的Baichuan2-7B-Chat基础模型上进行员工预培训 (PT) 和监督微调 (SFT).
- 使用文本挖掘和手动验证来编译数据集.
主要成果:
- 与对比数据集的现有模型相比,TCMChat表现优越.
- 案例研究证实了TCMChat在各种TCM相关任务中的有效性.
- 该模型为TCM现代化实现了高质量的知识表示.
结论:
- 在将LLMs应用于传统中医药方面,TCMChat代表了重大进步.
- 公开发布的代码,数据和模型促进了TCM现代化的进一步研究和开发.
- TCMChat提供了一个用户友好的对话网络工具,用于访问TCM知识.
相关概念视频
01:19Restorative Care
Restorative care is provided once a patient has been discharged from a healthcare facility and requires additional services. The additional services include home care, rehabilitation programs, and extended care. Restorative care centers help the patient regain their previous level of functioning or acquire a new level of functioning due to the incapacitating effects of a disease or a disability. It aims to assist patients in enhancing their quality of life by encouraging independence,...
01:25Continuing Care
Continuing care describes the variety of health, personal, and social services provided over a prolonged period. The need for continuing care is increasing because people are living longer. Many people do not have families or others to care for them. Continuing care is mainly for patients who are disabled, functionally dependent, or suffering from a terminal disease. It is available within institutional settings or in homes. Examples include nursing centers or facilities, assisted living,...
01:24Nursing Process for Patient and Caregiver Teaching I: Assessment and Diagnosis
The nursing process provides a clinical decision-making framework for patients and families to establish and implement a personalized care plan. Since part of the nurse's duties is to teach patients, the steps of the nursing process are the most effective way to approach instruction. The nursing process and the teaching-learning process are inextricably linked.
It is critical to determine the patient's learning needs during the assessment. Determination of learning needs compounds data from the...
It is critical to determine the patient's learning needs during the assessment. Determination of learning needs compounds data from the...
01:29Documentation in Long-Term and Home Healthcare Setting
Documentation in long-term care facilities and home healthcare settings is crucial for ensuring continuous, coordinated, and comprehensive care for patients. Each setting has its specific documentation processes and tools:
Long-Term Care Facilities
Long-Term Care Facilities
01:26Alzheimer's Disease: Overview
Alzheimer's Disease (AD) is a continually advancing neurodegenerative disorder, distinguished by escalating memory loss, cognitive dysfunction, and dementia. The disease unfolds in three stages: preclinical, mild cognitive impairment (MCI), and dementia. Its onset is insidious, and the progression gradual, with the cause not well explained by other disorders.
The clinical diagnosis of AD hinges on the presence of memory and other cognitive impairments. Biomarkers, such as changes in Aβ and tau...
The clinical diagnosis of AD hinges on the presence of memory and other cognitive impairments. Biomarkers, such as changes in Aβ and tau...
01:30Dementia
Dementia is a collective term for cognitive disorders primarily affecting memory, thinking, and reasoning. It is not a specific disease but a syndrome, with Alzheimer's disease being the most common cause, accounting for approximately 60-80% of cases. Other types include vascular dementia, Lewy body dementia, and frontotemporal dementia. Dementia affects millions worldwide, particularly older adults, though it is not a normal part of aging.
The progression of dementia is generally gradual.
The progression of dementia is generally gradual.