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Paper Abstract and Keywords
Presentation 2025-01-24 12:40
[Encouragement Talk] Automatic Test Cases Generation Method by Structuring Specification Documents Using the Seq2Seq
Yuki Shimizu, Kiyoshi Ueda (Nihon Univ.) NS2024-185
Abstract (in Japanese) (See Japanese page) 
(in English) In the development of large-scale communication software, methods have been explored to address challenges such as rising development costs and personnel shortages by using machine learning to automatically generate system test cases from requirement specifications.
To further enhance the accuracy of these automatically generated test cases, this research introduces a method that utilizes deep learning to structure requirement specifications and generate test items.
Specifically, we propose a Seq2Seq model with an attention mechanism to improve accuracy compared to previous approaches.
When trained on various IT system specifications, the proposed method demonstrated high accuracy. Although it did not outperform CRF models from prior research, it significantly surpassed the accuracy of LSTM-based models.
Keyword (in Japanese) (See Japanese page) 
(in English) Large-scale Communication Software / Automatic Test Cases Generation / Seq2Seq Model / Attention / / / /  
Reference Info. IEICE Tech. Rep., vol. 124, no. 344, NS2024-185, pp. 89-93, Jan. 2025.
Paper # NS2024-185 
Date of Issue 2025-01-16 (NS) 
ISSN Online edition: ISSN 2432-6380
Copyright
and
reproduction
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034)
Download PDF NS2024-185

Conference Information
Committee NS NWS  
Conference Date 2025-01-23 - 2025-01-24 
Place (in Japanese) (See Japanese page) 
Place (in English) Higashi-Yodogawa Community Center + Online 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Network software (Software architecture, Middleware), Network application, SOA/SDP, NGN/IMS/API, Distributed control/Dynamic routing, Grid, NFV, IoT, Network/System reliability, Network/System evaluation, etc. 
Paper Information
Registration To NS 
Conference Code 2025-01-NS-NWS 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Automatic Test Cases Generation Method by Structuring Specification Documents Using the Seq2Seq 
Sub Title (in English)  
Keyword(1) Large-scale Communication Software  
Keyword(2) Automatic Test Cases Generation  
Keyword(3) Seq2Seq Model  
Keyword(4) Attention  
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1st Author's Name Yuki Shimizu  
1st Author's Affiliation Nihon University (Nihon Univ.)
2nd Author's Name Kiyoshi Ueda  
2nd Author's Affiliation Nihon University (Nihon Univ.)
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Speaker Author-1 
Date Time 2025-01-24 12:40:00 
Presentation Time 25 minutes 
Registration for NS 
Paper # NS2024-185 
Volume (vol) vol.124 
Number (no) no.344 
Page pp.89-93 
#Pages
Date of Issue 2025-01-16 (NS) 


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