Extracting and enriching workflows from text

Pol Schumacher, Mirjam Minor, Eric Schulte-Zurhausen
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引用次数: 31

Abstract

This paper is on a workflow extraction framework which allows to derive a formal representation based on workflows from textual descriptions of instructions, for instance, of aircraft repair procedures from a maintenance manual. The framework applies a pipes-and-filters architecture and uses NLP (Natural Language Processing) tools to perform information extraction steps automatically. In detail, the paper presents on the step of anaphora resolution to enrich the workflow extracted so far. We introduce a lexical approach and two further approaches based on a set of association rules which are created during a statistical analysis of a corpus of workflows. The results of the approaches are compared to each other. For the evaluation, we use 37 workflows which have been created by a human expert.
从文本中提取和丰富工作流
本文是关于工作流提取框架的,该框架允许从指令的文本描述(例如,来自维护手册的飞机维修程序)中导出基于工作流的正式表示。该框架采用管道-过滤器架构,并使用NLP(自然语言处理)工具自动执行信息提取步骤。文中详细介绍了回指分解的步骤,以丰富目前提取的工作流程。我们介绍了一种词法方法和另外两种基于一组关联规则的方法,这些规则是在对工作流语料库进行统计分析期间创建的。并对各方法的结果进行了比较。为了评估,我们使用了由人类专家创建的37个工作流。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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