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Paper Abstract and Keywords
Presentation 2023-03-15 15:15
Attempt to generate source code using previous token type information
Shun Tanaka, Yamamoto Tetsuo (Ryukoku Univ.) SS2022-70
Abstract (in Japanese) (See Japanese page) 
(in English) In this study, we improve the BeamSearch algorithm used in the machine Learning model. We add an process to the token selection part of the BeamSearch algorithm by using the type information of the previous token. We compare the performance of this algorithm with the existing model to see if it improves the performance. In the comparison experiment, we used the CodeXGLUE dataset and compared it to UniXcoder. The results show that CodeXGLUE increases the average BLEU score and decreases the number of exact matches.
Keyword (in Japanese) (See Japanese page) 
(in English) Machine Learning / Source Code Generation / Automatic Programming / BeamSearch Algorithm / / / /  
Reference Info. IEICE Tech. Rep., vol. 122, no. 432, SS2022-70, pp. 139-144, March 2023.
Paper # SS2022-70 
Date of Issue 2023-03-07 (SS) 
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 SS2022-70

Conference Information
Committee SS  
Conference Date 2023-03-14 - 2023-03-15 
Place (in Japanese) (See Japanese page) 
Place (in English)  
Topics (in Japanese) (See Japanese page) 
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Paper Information
Registration To SS 
Conference Code 2023-03-SS 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Attempt to generate source code using previous token type information 
Sub Title (in English)  
Keyword(1) Machine Learning  
Keyword(2) Source Code Generation  
Keyword(3) Automatic Programming  
Keyword(4) BeamSearch Algorithm  
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1st Author's Name Shun Tanaka  
1st Author's Affiliation Ryukoku University Graduate School of Science and Technology (Ryukoku Univ.)
2nd Author's Name Yamamoto Tetsuo  
2nd Author's Affiliation Ryukoku University (Ryukoku Univ.)
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Speaker Author-1 
Date Time 2023-03-15 15:15:00 
Presentation Time 25 minutes 
Registration for SS 
Paper # SS2022-70 
Volume (vol) vol.122 
Number (no) no.432 
Page pp.139-144 
#Pages 6 
Date of Issue 2023-03-07 (SS) 

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