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Paper Abstract and Keywords
Presentation 2019-12-12 13:30
Automatic Evaluation of Press Conferences Using LSTM with Self-Attention Mechanism
Shengzhou Yi (UTokyo), Koshiro Mochitomi, Isao Suzuki (PRAP Japan, Inc.), Xueting Wang, Toshihiko Yamasaki (UTokyo)
Abstract (in Japanese) (See Japanese page) 
(in English) We proposed an approach to automatically predict the evaluation of consultants in press conferences using text only. The word representation consists of token embedding using ELMo and type embedding. The language model we used is an LSTM with self-attention mechanism. We collected seven publicly available press conference videos and all the Q&A pairs between speakers and journalists were annotated by professional consultants. As a result, we achieved the average accuracy of 57.62% for prediction of all evaluation criterions.
Keyword (in Japanese) (See Japanese page) 
(in English) Automatic Evaluation / Natural Language Processing / LSTM / Attention Mechanism / ELMo / / /  
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Conference Information
Committee HCGSYMPO  
Conference Date 2019-12-11 - 2019-12-13 
Place (in Japanese) (See Japanese page) 
Place (in English) Hiroshima-ken Joho Plaza (Hiroshima) 
Topics (in Japanese) (See Japanese page) 
Topics (in English) HCG Symposium 2019 
Paper Information
Registration To HCGSYMPO 
Conference Code 2019-12-HCGSYMPO 
Language English (Japanese title is available) 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Automatic Evaluation of Press Conferences Using LSTM with Self-Attention Mechanism 
Sub Title (in English)  
Keyword(1) Automatic Evaluation  
Keyword(2) Natural Language Processing  
Keyword(3) LSTM  
Keyword(4) Attention Mechanism  
Keyword(5) ELMo  
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1st Author's Name Shengzhou Yi  
1st Author's Affiliation The University of Tokyo (UTokyo)
2nd Author's Name Koshiro Mochitomi  
2nd Author's Affiliation PRAP Japan, Inc. (PRAP Japan, Inc.)
3rd Author's Name Isao Suzuki  
3rd Author's Affiliation PRAP Japan, Inc. (PRAP Japan, Inc.)
4th Author's Name Xueting Wang  
4th Author's Affiliation The University of Tokyo (UTokyo)
5th Author's Name Toshihiko Yamasaki  
5th Author's Affiliation The University of Tokyo (UTokyo)
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Speaker Author-1 
Date Time 2019-12-12 13:30:00 
Presentation Time 15 minutes 
Registration for HCGSYMPO 
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