文字和音频简化:人类与聊天GPT
Gondy Leroy1, David Kauchak2, Philip Harber1
1University of Arizona, Tucson, AZ.
概括
这项研究比较了人类和ChatGPT对医疗保健的文本简化. 虽然ChatGPT提高了可读性指标,但人类简化更好地保留了内容,尽管专家们更喜欢ChatGPT.
科学领域:
- 自然语言处理自然语言处理.
- 医疗信息学 医疗信息学
- 医学沟通 医学沟通
背景情况:
- 文本和音频的简化对于提高医疗保健环境中的信息理解是至关重要的.
- 像ChatGPT这样的先进AI工具的出现需要对它们的文本简化能力进行评估.
研究的目的:
- 系统地比较人类专家和ChatGPT的文本简化性能.
- 评估ChatGPT在简化医疗文本方面的有效性,跨越各种指标和提示.
主要方法:
- 利用十四个指标来评估文本的难度和简化质量.
- 获得了12个 corpora,包括人类简化的文本,音频和5个ChatGPT简化的 corpora,用不同的提示生成.
- 对先前的用户研究的简化文本进行了比较分析.
- 让医学领域的专家参与评估文本质量和内容保留.
主要成果:
- 人类简化的文本与优化简单性的 corpora 具有更高的相似性.
- 由ChatGPT驱动的简化对文本难度指标产生了积极的影响.
- 医学专家赞成ChatGPT的风格输出,但注意到内容保留率下降.
结论:
- 聊天GPT在改善医疗保健信息的文本可读性方面显示出希望.
- 需要进一步改进,以确保ChatGPT简化保持医疗内容的完整性和准确性.
- 人类简化仍然是医疗沟通中全面内容保留的基准.
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