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Paper Abstract and Keywords
Presentation 2023-09-07 15:55
Sentiment-based correction and interpretation of the diffusion index
Wanwan Zheng (Nagoya Univ.) NLC2023-12
Abstract (in Japanese) (See Japanese page) 
(in English) Reading economic indices is common when assessing economic conditions. In recent years, however, many studies have been conducted on economic sentiment measurement due to the importance of people's sentiments as a primary driver of consumption behavior. Several previous studies have used economic decisions derived from the Economy Watchers Survey as training data. Despite this, the real value of the Diffusion Index (DI) does not appear to be highly correlated with other economic indices, which may be due to various biases arising from people's thoughts and feelings. In this study, DI was corrected with sentiment analysis using a large-scale language model to obtain a more accurate picture of economic conditions. Furthermore, the factors that support DI were clarified.
Keyword (in Japanese) (See Japanese page) 
(in English) Economy sentiment / Economy Watchers Survey / Large language model / Correction / Interpretation / / /  
Reference Info. IEICE Tech. Rep., vol. 123, no. 176, NLC2023-12, pp. 63-68, Sept. 2023.
Paper # NLC2023-12 
Date of Issue 2023-08-30 (NLC) 
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 NLC2023-12

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) Sentiment-based correction and interpretation of the diffusion index 
Sub Title (in English)  
Keyword(1) Economy sentiment  
Keyword(2) Economy Watchers Survey  
Keyword(3) Large language model  
Keyword(4) Correction  
Keyword(5) Interpretation  
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1st Author's Name Wanwan Zheng  
1st Author's Affiliation Nagoya University (Nagoya Univ.)
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Speaker Author-1 
Date Time 2023-09-07 15:55:00 
Presentation Time 25 minutes 
Registration for NLC 
Paper # NLC2023-12 
Volume (vol) vol.123 
Number (no) no.176 
Page pp.63-68 
#Pages
Date of Issue 2023-08-30 (NLC) 


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