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Paper Abstract and Keywords
Presentation 2019-02-08 09:30
Selection of Figurative Expression Using Automatically Generated Data Set
Yuto Mitsuishi, Kazutaka Shimada (Kyutech) NLC2018-42
Abstract (in Japanese) (See Japanese page) 
(in English) Figurative expressions are one of effective approaches to lead readers to understand.
In this paper, we propose a selection method of a suitable figurative expression about an adjective in a
sentence by using neural networks (LSTM with attention). NNs usually need a large amount of training
data for generating a model. We first construct the training date set automatically by computing a simile-likelihood score of each figurative candidate.
Next, we select sentence-figurative expression pairs with high simile-likelihood scores as the training data.
Then, we generate a LSTM-based selection model by using the training data.
We obtained sentences with some interesting figurative expressions that cannot be selected by dictionary-based methods.
Keyword (in Japanese) (See Japanese page) 
(in English) Automatically Generated Data Set / Automatic Selection / Deep Learning / / / / /  
Reference Info. IEICE Tech. Rep., vol. 118, no. 439, NLC2018-42, pp. 35-40, Feb. 2019.
Paper # NLC2018-42 
Date of Issue 2019-01-31 (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 NLC2018-42

Conference Information
Committee NLC IPSJ-IFAT  
Conference Date 2019-02-07 - 2019-02-08 
Place (in Japanese) (See Japanese page) 
Place (in English) Ryukoku University Omiya Campus 
Topics (in Japanese) (See Japanese page) 
Topics (in English) The 14th Text Analytics Symposium 
Paper Information
Registration To NLC 
Conference Code 2019-02-NLC-IFAT 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Selection of Figurative Expression Using Automatically Generated Data Set 
Sub Title (in English)  
Keyword(1) Automatically Generated Data Set  
Keyword(2) Automatic Selection  
Keyword(3) Deep Learning  
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1st Author's Name Yuto Mitsuishi  
1st Author's Affiliation Kyushu Institute of Technology (Kyutech)
2nd Author's Name Kazutaka Shimada  
2nd Author's Affiliation Kyushu Institute of Technology, (Kyutech)
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Speaker Author-1 
Date Time 2019-02-08 09:30:00 
Presentation Time 25 minutes 
Registration for NLC 
Paper # NLC2018-42 
Volume (vol) vol.118 
Number (no) no.439 
Page pp.35-40 
#Pages 6 
Date of Issue 2019-01-31 (NLC) 

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