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The Applications of Natural Language Processing (NLP) for Software Requirement Engineering - A Systematic Literature Review

机译:自然语言处理(NLP)在软件需求工程中的应用-系统文献综述

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摘要

Natural Language Processing (NLP) is a well-known technique of artificial intelligence to extract the elements of concerns from raw plain text information. It can be utilized to process the early software requirements in order to achieve the goals like requirement prioritization and classification (functional and non-functional). To the best of our knowledge, no research work is available yet to examine and summarize the utilization of NLP in the domain of Software Requirement Engineering (SRE). Therefore, in this paper, we investigate the applications of NLP in the context of SRE. A Systematic Literature Review (SLR) is carried out to select 27 studies published during 2002-2016. Consequently, 6 NLP techniques and 14 existing tools are identified. Furthermore, 9 tools and 2 algorithms, proposed by the researchers, are presented. It has been concluded that the NLP techniques and tools are highly supportive to accelerate the SRE process. However, some manual operations are still required on initial plain text software requirements before applying the desired NLP techniques.
机译:自然语言处理(NLP)是一种众所周知的人工智能技术,可以从原始纯文本信息中提取关注的元素。它可以用于处理早期软件需求,以实现诸如需求优先级和分类(功能和非功能)之类的目标。据我们所知,尚无研究工作可用来检查和总结NLP在软件需求工程(SRE)领域中的利用。因此,在本文中,我们研究了NLP在SRE环境中的应用。进行了系统文献综述(SLR),以选择2002-2016年间发表的27篇研究。因此,确定了6种NLP技术和14种现有工具。此外,还介绍了研究人员提出的9种工具和2种算法。已经得出结论,NLP技术和工具对加速SRE过程提供了高度支持。但是,在应用所需的NLP技术之前,仍然需要对初始纯文本软件要求进行一些手动操作。

著录项

  • 来源
  • 会议地点 Macau(CN)
  • 作者单位

    College of Electrical and Mechanical Engineering (CEME), National University of Sciences and Technology (NUST), H-12, Islamabad, Pakistan;

    College of Electrical and Mechanical Engineering (CEME), National University of Sciences and Technology (NUST), H-12, Islamabad, Pakistan;

    College of Electrical and Mechanical Engineering (CEME), National University of Sciences and Technology (NUST), H-12, Islamabad, Pakistan;

    College of Electrical and Mechanical Engineering (CEME), National University of Sciences and Technology (NUST), H-12, Islamabad, Pakistan;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    NLP; SRE; NLP tools; Software requirements;

    机译:NLP; SRE; NLP工具;软件需求;
  • 入库时间 2022-08-26 13:51:40

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