基于纳米出版的语义出版和审查:一个实地研究与正式化论文
Cristina-Iulia Bucur1, Tobias Kuhn1, Davide Ceolin2
1Computer Science Department, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.
PeerJ. Computer science
|June 22, 2023
概括
研究人员现在可以使用机器可解释逻辑和纳米出版物正式发布科学声明. 这种通过正式化论文证明的方法显示了提高科学发现和效率的可行性.
科学领域:
- 学术传播学术交流
- 计算语言学计算语言学
- 语义网络技术是语义网络的技术.
背景情况:
- 越来越多的科学文献量阻碍了研究人员保持最新状态的能力.
- 对于复杂的提取任务,自动化科学文章处理的准确性有限.
- 现有的方法与科学发现的机器解释性作斗争.
研究的目的:
- 以形式逻辑来证明正式发表高级别科学主张的可行性.
- 利用纳米出版物来代表整个科学出版过程,包括评论和决策.
- 引入正式化论文作为贡献机器可解释科学主张的方法.
主要方法:
- 进行了涉及正式化论文的实地研究.
- 科学声明被正式化为基于RDF的纳米出版物.
- 整个出版工作流程,从提交到特别版出版,都是使用纳米出版物来管理的.
主要成果:
- 通过正式的出版工作流程处理了来自18位作者的15份提交.
- 该研究证明了拟议方法的技术和实际可行性.
- 参与作者报告了高度的兴趣和信心,尽管技术接口,但难以管理.
结论:
- 从一开始就用机器可解释的语义发表科学成果是可以实现的.
- 这种方法有可能显著提高科学努力的有效性和效率.
- 正式逻辑和纳米出版物为更容易获得和可处理的科学知识提供了途径.
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