Automatic Generation of Semantic Patterns using Techniques of Natural Language Processing

Pablo Suárez, Valentín Moreno, Anabel Fraga, Juan Llorens Morillo
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引用次数: 4

Abstract

Within the discipline of natural language processing there are different approaches to analyze large amounts of text corpus. The identification patterns with semantic elements in a text let us classify and examine the corpus to facilitate interpretation and management of information through computers. This paper proposes the development of a software tool that generates index patterns automatically using various algorithms for lexical, syntactic and semantic analysis of text and integrates the results into other projects in the area of research and other ontological formats. The algorithms in the system implemented various types of analysis in the context of natural language processing, so they can identify grammatical categories and semantic characteristics of words, making up index patterns. The results obtained correspond to a pattern list sorted by frequency of occurrence and take into account intermediate optional elements, which determine its relevance and usefulness to other projects. The developed system proposes a model of generation and storage of patterns, and a control interface that allows the specification of parameters and running reports.
使用自然语言处理技术的语义模式自动生成
在自然语言处理学科中,有不同的方法来分析大量的文本语料库。文本中语义元素的识别模式使我们能够对语料库进行分类和检查,以便通过计算机对信息进行解释和管理。本文建议开发一种软件工具,使用各种算法自动生成索引模式,用于文本的词法、句法和语义分析,并将结果集成到研究领域的其他项目和其他本体格式中。系统中的算法在自然语言处理的背景下实现了各种类型的分析,从而可以识别单词的语法类别和语义特征,构成索引模式。得到的结果对应于按出现频率排序的模式列表,并考虑到中间可选元素,这决定了它对其他项目的相关性和有用性。所开发的系统提出了一个模式生成和存储模型,以及一个允许指定参数和运行报告的控制接口。
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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