阿斯克尔:用于医学文本生成的Python自然语言处理工具包
Rui Yang1,2, Qingcheng Zeng3, Keen You4
1Centre for Quantitative Medicine, Duke-NUS Medical School, Singapore, Singapore.
ArXiv
|October 1, 2025
概括
本研究介绍了Ascle,这是一个用户友好的自然语言处理 (NLP) 工具包,用于医学文本生成. 阿斯克尔增强了医学文本任务,如翻译和问答,为研究人员和临床医生提供了可访问的解决方案.
科学领域:
- 生物医学信息学 生物医学信息学
- 自然语言处理自然语言处理.
背景情况:
- 医学文本生成需要研究人员和临床医生专门的工具.
- 现有的自然语言处理 (NLP) 解决方案往往需要大量的编程专业知识.
- 需要集成的,用户友好的平台来完成先进的医学NLP任务.
研究的目的:
- 介绍阿斯克尔,一个新的NLP工具包用于医学文本生成.
- 提供一个全集解决方案,具有先进的生成功能和必不可少的NLP功能.
- 评估医疗文本任务上微调语言模型的性能.
主要方法:
- 精心调整的32个特定领域的语言模型.
- 对文本生成任务的24个既定基准进行了评估模型.
- 与临床医生进行手册审查,以进行问答评估,评估可读性,相关性,准确性和完整性.
主要成果:
- 微调的模型在文本生成方面表现出了持续的改进.
- 在机器翻译的BLEU分数中获得了20.27的提升.
- 对生成答案的手动审查产生了高平均分:4.95 (可读性),4.43 (相关性),3.9 (准确性) 和3.31 (完整性).
结论:
- 阿斯克尔是一个用户友好的NLP工具包,用于医学文本生成.
- 该工具包支持高级功能,如问答,总结,简化和翻译.
- 阿斯克尔及其模型和数据是公开可用的,以促进研究和开发.
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