论文标题
自然语言处理程序的推理:教程
Reasoning about Procedures with Natural Language Processing: A Tutorial
论文作者
论文摘要
本教程对程序的研究提供了全面而深入的观点,主要是在自然语言处理中。一个过程是一系列旨在实现目标的步骤。了解自然语言的程序具有悠久的历史,而技术进步使最近的突破成为可能。首先,我们通过人类注释或从Web资源中提取既定方法来收集程序的既定方法。然后,我们检查了可以从中可以推断程序的不同角度,以及代表它们的方法。最后,我们列举了可以将程序知识应用于现实世界的方案。
This tutorial provides a comprehensive and in-depth view of the research on procedures, primarily in Natural Language Processing. A procedure is a sequence of steps intended to achieve some goal. Understanding procedures in natural language has a long history, with recent breakthroughs made possible by advances in technology. First, we discuss established approaches to collect procedures, by human annotation or extraction from web resources. Then, we examine different angles from which procedures can be reasoned about, as well as ways to represent them. Finally, we enumerate scenarios where procedural knowledge can be applied to the real world.