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Paper Abstract and Keywords
Presentation 2023-09-07 10:45
Ramen Restaurant Recommendation System by Automatic Generation of Reviews
Yota Amano, Kengo Enami, Hiroyuki Sakai (SEIKEI Univ.) NLC2023-10
Abstract (in Japanese) (See Japanese page) 
(in English) In this research, we propose a method for recommending ramen restaurants by automatically generating reviews. Our method uses GPT, which is fine-tuned by a large number of reviews about ramen, to generate reviews from questions such as “Tell me about good miso ramen restaurants at Kichijoji station.” and recommends restaurants from the generated reviews by T5. For example, our methods generates reviews about “good miso ramen” in response to the above question and recommends ramen restaurants serving “good miso ramen” in Kichijoji station area based on those reviews. Our method is able to recommend ramen restaurants for complex questions. The evaluation results showed that the accuracy of our method was 72%.
Keyword (in Japanese) (See Japanese page) 
(in English) Generation of Reviews / Ramen Restaurant Recommendation / GPT / T5 / Natural Language Processing / / /  
Reference Info. IEICE Tech. Rep., vol. 123, no. 176, NLC2023-10, pp. 51-56, Sept. 2023.
Paper # NLC2023-10 
Date of Issue 2023-08-30 (NLC) 
ISSN Online edition: ISSN 2432-6380
Copyright
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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 NLC2023-10

Conference Information
Committee NLC  
Conference Date 2023-09-06 - 2023-09-07 
Place (in Japanese) (See Japanese page) 
Place (in English) Osaka Metropolitan University. Nakamozu Campus. 
Topics (in Japanese) (See Japanese page) 
Topics (in English) The 20th Text Analytics Symposium 
Paper Information
Registration To NLC 
Conference Code 2023-09-NLC 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Ramen Restaurant Recommendation System by Automatic Generation of Reviews 
Sub Title (in English)  
Keyword(1) Generation of Reviews  
Keyword(2) Ramen Restaurant Recommendation  
Keyword(3) GPT  
Keyword(4) T5  
Keyword(5) Natural Language Processing  
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1st Author's Name Yota Amano  
1st Author's Affiliation SEIKEI University (SEIKEI Univ.)
2nd Author's Name Kengo Enami  
2nd Author's Affiliation SEIKEI University (SEIKEI Univ.)
3rd Author's Name Hiroyuki Sakai  
3rd Author's Affiliation SEIKEI University (SEIKEI Univ.)
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Speaker Author-1 
Date Time 2023-09-07 10:45:00 
Presentation Time 25 minutes 
Registration for NLC 
Paper # NLC2023-10 
Volume (vol) vol.123 
Number (no) no.176 
Page pp.51-56 
#Pages
Date of Issue 2023-08-30 (NLC) 


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