Paper Abstract and Keywords |
Presentation |
2020-09-10 15:30
Automatic Extracted Summary Generation with Viewpoints for Research Articles based on Deep Reinforcement Learning Li Jinghong, OTA Koichi, Hasegawa Shinobu (JAIST) ET2020-19 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
The purpose of this research is to develop a Viewpoint Refinement in Automatic Summarization (VPRAS) system for research articles that reflects the viewpoints such as the research background and purpose to support surveys by researchers and students. Since there is a limited dataset on the summary reflecting the viewpoints, we are adopting machine learning techniques to classify sentences in the article into the viewpoints. In addition to supervised machine learning, we introduced reinforcement learning, in which the agent automatically extracts summary sentences based on the reward function, to test the potentials of improving accuracy. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Automatic Summarization / ViewPoint / Deep Learning / Reforcement Learning / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 120, no. 167, ET2020-19, pp. 53-56, Sept. 2020. |
Paper # |
ET2020-19 |
Date of Issue |
2020-09-03 (ET) |
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) |
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ET2020-19 |
Conference Information |
Committee |
ET |
Conference Date |
2020-09-10 - 2020-09-10 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Japan Advanced Institute of Science and Technology |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Learning Platform, etc. |
Paper Information |
Registration To |
ET |
Conference Code |
2020-09-ET |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Automatic Extracted Summary Generation with Viewpoints for Research Articles based on Deep Reinforcement Learning |
Sub Title (in English) |
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Automatic Summarization |
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ViewPoint |
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Deep Learning |
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Reforcement Learning |
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1st Author's Name |
Li Jinghong |
1st Author's Affiliation |
japan advanced institute of science and technology (JAIST) |
2nd Author's Name |
OTA Koichi |
2nd Author's Affiliation |
japan advanced institute of science and technology (JAIST) |
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Hasegawa Shinobu |
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japan advanced institute of science and technology (JAIST) |
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Speaker |
Author-1 |
Date Time |
2020-09-10 15:30:00 |
Presentation Time |
20 minutes |
Registration for |
ET |
Paper # |
ET2020-19 |
Volume (vol) |
vol.120 |
Number (no) |
no.167 |
Page |
pp.53-56 |
#Pages |
4 |
Date of Issue |
2020-09-03 (ET) |
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