Proceedings of the Annual Conference of JSAI
Online ISSN : 2758-7347
35th (2021)
Session ID : 3J4-GS-6c-04
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Investigation of Natural Language Processing by Deep Learning for Application to Development and Operation of X as a Service
*Shigeaki GOTOEiji TSUCHIYAYoshihiro MIZUNO
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CONFERENCE PROCEEDINGS FREE ACCESS

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Abstract

X as a Service, represented by Software as a Service, often adopts the DevOps method, which integrates development and operations. The purpose of adopting DevOps is to grow the system into what the users want by repeatedly acquiring user needs during system operation and reflecting user needs during system development. In this research, we investigate a natural language processing algorithm that extracts descriptions of user needs from natural language texts such as SNS posts, and automatically converts them into a SysML-compliant representation that can be easily reflected in system development, so that DevOps can be executed faster. In this paper, we report on the definition of the natural language processing task, its implementation with the application of a named entity recognition task by BERT, and the trial results confirming the F-measure of 69.3%.

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© 2021 The Japanese Society for Artificial Intelligence
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