Review articles summarize state-of-the-art work and provide a means to organize the growing number of scholarly publications. However, the current review method and publication mechanisms hinder the impact review articles can potentially have. Among other limitations, reviews only provide a snapshot of the current literature and are generally not readable by machines. In this work, we identify the weaknesses of the current review method. Afterwards, we present the SmartReview approach addressing those weaknesses. The approach pushes towards semantic community-maintained review articles. At the core of our approach, knowledge graphs are employed to make articles more machine-actionable and maintainable.
翻译:评论文章总结了最新的工作,并提供了一种组织越来越多的学术出版物的手段,然而,目前的审查方法和出版机制可能阻碍影响审查条款,除其他限制外,审查只提供当前文献的简况,一般无法由机器阅读。我们在此工作中找出当前审查方法的弱点。随后,我们提出“聪明审查”方法,以克服这些弱点。该方法倾向于由语义学社区维持的审查条款。在我们的方法中,知识图表被用来使文章更便于机器操作,更便于维护。