| Paper Abstract and Keywords |
| Presentation |
2017-06-10 10:50
A Study on Acquisition of Associative Word for Topic Transition in a Chat Dialogue System Kazuki Asami, Toru Sugimoto (Shibaura Inst. Tech.) TL2017-11 NLC2017-11 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Chat dialogue systems need to have a topic transition function in order not to let users get tired. In this paper, we focus on association as a method to decide topics after topic transition, and study acquisition of associative words that realize natural topic transition. In order to clarify properties and conditions of association used for topic transition, we collect associative words by free association with topic words as stimulus words. We also collect related words that have large cosine similarity with topic words based on word vectors acquired using word2vec. Next, we classify the collected associative words and related words according to the semantic relation with topic words, and compare them. Then we conduct evaluation experiments to investigate whether these associative words and related words are suitable for topic transition in dialogue, and consider a method to automatically obtain associative words that realize natural topic transition. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Association / Chat Dialogue System / Topic Transition / word2vec / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 117, no. 82, NLC2017-11, pp. 59-64, June 2017. |
| Paper # |
NLC2017-11 |
| Date of Issue |
2017-06-02 (TL, NLC) |
| ISSN |
Print edition: ISSN 0913-5685 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 |
TL2017-11 NLC2017-11 |
| Conference Information |
| Committee |
NLC TL |
| Conference Date |
2017-06-09 - 2017-06-10 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Tottori University |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Application of natural language proessing and linguistic analysis, and general topic of NLP |
| Paper Information |
| Registration To |
NLC |
| Conference Code |
2017-06-NLC-TL |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A Study on Acquisition of Associative Word for Topic Transition in a Chat Dialogue System |
| Sub Title (in English) |
|
| Keyword(1) |
Association |
| Keyword(2) |
Chat Dialogue System |
| Keyword(3) |
Topic Transition |
| Keyword(4) |
word2vec |
| Keyword(5) |
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| 1st Author's Name |
Kazuki Asami |
| 1st Author's Affiliation |
Shibaura Institute of Technology (Shibaura Inst. Tech.) |
| 2nd Author's Name |
Toru Sugimoto |
| 2nd Author's Affiliation |
Shibaura Institute of Technology (Shibaura Inst. Tech.) |
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| Speaker |
Author-1 |
| Date Time |
2017-06-10 10:50:00 |
| Presentation Time |
25 minutes |
| Registration for |
NLC |
| Paper # |
TL2017-11, NLC2017-11 |
| Volume (vol) |
vol.117 |
| Number (no) |
no.81(TL), no.82(NLC) |
| Page |
pp.59-64 |
| #Pages |
6 |
| Date of Issue |
2017-06-02 (TL, NLC) |