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Automated Summarization of Bug Reports to speed-up software development/maintenance process by using Natural Language Processing (NLP)

机译:错误报告的自动汇总,通过使用自然语言处理(NLP)来加速软件开发/维护过程

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Bug reports can provide a great deal of assistance for developers during the process of development. But due to the large size of bug repositories, it is sometimes difficult to take advantage of these artifacts in the available time. One way of helping developers to provide summaries of these reports and provide relevant details only. Once it’s decided that this is the required report then one can study the details. As text mining technology advances, many substantial approaches have been proposed to generate optimized summaries for bug reports. In this paper, we have proposed an extractive based methodology for the generation of summaries of bug reports by using the sentence embedding. We achieved improved rouge-1 and rouge- 2 results than the previous state of the art systems for the bug report summary generation.
机译:错误报告可以在开发过程中为开发人员提供大量帮助。但是由于错误存储库的大小,有时很难在可用时间内利用这些工件。帮助开发人员提供这些报告的摘要并仅提供相关详细信息的一种方法。一旦确定这是必需的报告,便可以研究详细信息。随着文本挖掘技术的发展,已经提出了许多实质性的方法来为错误报告生成优化的摘要。在本文中,我们提出了一种基于提取的方法,该方法通过使用句子嵌入来生成错误报告摘要。与先前的缺陷报告摘要生成系统相比,我们获得了改进的rouge-1和rouge-2结果。

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