论文标题

基于嵌入的科学文献发现在文本编辑器应用程序中

Embedding-based Scientific Literature Discovery in a Text Editor Application

论文作者

Gökçe, Onur, Prada, Jonathan, Nikolov, Nikola I., Gu, Nianlong, Hahnloser, Richard H. R.

论文摘要

研究论文中的每个主张都要求发现,同化和适当地引用所有相关的先验知识。但是,尽管功能强大的搜索引擎和复杂的文本编辑软件可用,但发现相关论文并将知识整合到手稿中仍然是与高认知负载相关的复杂任务。为了定义全面的搜索查询,作者需要强大的动力,而不论他们对研究领域的熟悉程度如何。此外,在文学发现,参考书目管理,阅读论文和写作文本的独立应用之间切换,并打断了其创作过程。在这里,我们提出了一个Web应用程序,将文本编辑和文献发现结合在交互式用户界面中。该应用程序配备了一个搜索引擎,该引擎将布尔值关键字过滤与最近的邻居搜索在文本嵌入式上进行搜索,从而提供了一种调整到作者手稿和他的兴趣的发现体验。我们的申请旨在迈向更愉快,更轻松的学术写作。 应用程序的演示(https://scieditordemo2020.herokuapp.com/)和简短的视频教程(https://youtu.be/pkdvu60icrc)在线上。

Each claim in a research paper requires all relevant prior knowledge to be discovered, assimilated, and appropriately cited. However, despite the availability of powerful search engines and sophisticated text editing software, discovering relevant papers and integrating the knowledge into a manuscript remain complex tasks associated with high cognitive load. To define comprehensive search queries requires strong motivation from authors, irrespective of their familiarity with the research field. Moreover, switching between independent applications for literature discovery, bibliography management, reading papers, and writing text burdens authors further and interrupts their creative process. Here, we present a web application that combines text editing and literature discovery in an interactive user interface. The application is equipped with a search engine that couples Boolean keyword filtering with nearest neighbor search over text embeddings, providing a discovery experience tuned to an author's manuscript and his interests. Our application aims to take a step towards more enjoyable and effortless academic writing. The demo of the application (https://SciEditorDemo2020.herokuapp.com/) and a short video tutorial (https://youtu.be/pkdVU60IcRc) are available online.

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