| Paper Abstract and Keywords |
| Presentation |
2022-08-04 11:30
Investigating of the sentence vector for input sentences changing in Sentence-BERT by using UMAP Masato Izumi, Kenya Jin'no (Tokyo City Univ) CCS2022-30 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
We have previously studied whether the sentence vectors, distributed representations of sentences generated by Sentence-BERT.
Sentence Vector, which is a distributed representation of sentences generated by Sentence-BERT, captures the meaning of the sentences.
The paper examines the properties of sentence vectors by using UMAP to analyze characteristics when input sentences are changed. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Sentence-BERT / UMAP / Sentence Vector / Latent Variable / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 122, no. 145, CCS2022-30, pp. 20-23, Aug. 2022. |
| Paper # |
CCS2022-30 |
| Date of Issue |
2022-07-28 (CCS) |
| 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 |
CCS2022-30 |
| Conference Information |
| Committee |
IN CCS |
| Conference Date |
2022-08-04 - 2022-08-05 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Hokkaido University(Centennial Hall) |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Network Science, Future Network, Cloud/SDN/Virtualization, Contents Delivery/Contents Exchange, and others |
| Paper Information |
| Registration To |
CCS |
| Conference Code |
2022-08-IN-CCS |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Investigating of the sentence vector for input sentences changing in Sentence-BERT by using UMAP |
| Sub Title (in English) |
|
| Keyword(1) |
Sentence-BERT |
| Keyword(2) |
UMAP |
| Keyword(3) |
Sentence Vector |
| Keyword(4) |
Latent Variable |
| Keyword(5) |
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| 1st Author's Name |
Masato Izumi |
| 1st Author's Affiliation |
Tokyo City University (Tokyo City Univ) |
| 2nd Author's Name |
Kenya Jin'no |
| 2nd Author's Affiliation |
Tokyo City University (Tokyo City Univ) |
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| Speaker |
Author-1 |
| Date Time |
2022-08-04 11:30:00 |
| Presentation Time |
20 minutes |
| Registration for |
CCS |
| Paper # |
CCS2022-30 |
| Volume (vol) |
vol.122 |
| Number (no) |
no.145 |
| Page |
pp.20-23 |
| #Pages |
4 |
| Date of Issue |
2022-07-28 (CCS) |