Paper Abstract and Keywords |
Presentation |
2022-07-04 11:30
On Deep Paper Title Generation Considering Target Conferences Kento Kaku, Masato Kikuchi, Tadachika Ozono (NIT) AI2022-5 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Paper title generation based on text summarization has been studied. However, unique and attractive title generation is not easy. This study develops a paper title generation method based on abstract summarization considering target conferences. We assume that if the linguistic characteristics of titles and abstracts of conference papers exist, we can use the differences to compose appropriate titles for target conference ranks. To investigate the differences, we introduced seven statistical metrics as linguistic characteristics. The metrics consist of the length and the different word counts of titles and abstracts and ROUGE-1, 2, 3, L, and BERTScore between titles and abstracts. As a result, we found slight trends in the characteristics by conference rank and authors' native language. However, we could not see significant differences among conference ranks to differentiate titles and abstracts for conference ranks. In other words, its characteristics could be used to evaluate the appropriateness of the title. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Paper Title Generation / Summarization Evaluation Metrics / ROUGE / BERTScore / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 122, no. 94, AI2022-5, pp. 25-30, July 2022. |
Paper # |
AI2022-5 |
Date of Issue |
2022-06-27 (AI) |
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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AI2022-5 |
Conference Information |
Committee |
AI |
Conference Date |
2022-07-04 - 2022-07-04 |
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(See Japanese page) |
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Registration To |
AI |
Conference Code |
2022-07-AI |
Language |
Japanese |
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(See Japanese page) |
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(See Japanese page) |
Title (in English) |
On Deep Paper Title Generation Considering Target Conferences |
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Paper Title Generation |
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1st Author's Name |
Kento Kaku |
1st Author's Affiliation |
Nagoya Institute of Technology (NIT) |
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Masato Kikuchi |
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Nagoya Institute of Technology (NIT) |
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Tadachika Ozono |
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Nagoya Institute of Technology (NIT) |
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Speaker |
Author-1 |
Date Time |
2022-07-04 11:30:00 |
Presentation Time |
20 minutes |
Registration for |
AI |
Paper # |
AI2022-5 |
Volume (vol) |
vol.122 |
Number (no) |
no.94 |
Page |
pp.25-30 |
#Pages |
6 |
Date of Issue |
2022-06-27 (AI) |
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