一个出版基础设施,用于人工智能 (AI) 辅助的学术创作.
Milton Pividori1,2, Casey S Greene1,3
1Department of Biomedical Informatics, University of Colorado School of Medicine, Aurora, CO 80045, United States.
概括
大型语言模型 (LLM) 可以通过建议学术手稿的修订来简化学术写作. 这种人工智能辅助的方法提高了文本质量,并允许研究人员专注于新的想法,而不是繁的任务.
科学领域:
- *计算语言学计算语言学
- * 科学传播 * 科学传播
- * 人工智能在研究中的应用
背景情况:
- * 学术手稿写作是耗时的.
- * 传统的修订流程可能是低效的.
- * 需要工具来支持学术作者.
研究的目的:
- *研究使用先进的自然语言处理 (NLP) 模型.
- *为了简化学术手稿的编写和修订.
- *将大型语言模型 (LLM) 集成到Manubot出版生态系统中.
主要方法:
- * 开发了一个基于人工智能的修订工作流程,使用LLMs.
- * 使用提示生成器与手稿元数据用于特定部分的指令.
- *为人类作者审查生成了修订过的段落.
- *通过5个案例研究评估了方法.
主要成果:
- *法学士表现出掌握复杂学术概念的能力.
- *人工智能模型提高了学术文本的质量.
- *版本控制系统确保了人类和机器编辑之间的透明度.
结论:
- *法学士可以显著改善学术知识工作.
- *人工智能工具可以自动化繁的写作任务,使研究人员自由进行批判性思维.
- * 透明的,以修订为重点的AI方法可以减轻科学写作中对AI的担忧.
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