| Paper Abstract and Keywords |
| Presentation |
2023-06-24 13:50
Automatic speech recognition model simultaneously recognizes linguistic information and verbal/non-verbal phenomena Nagito Shione, Yukoh Wakabayashi, Norihide Kitaoka (TUT) SP2023-22 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Although speech recognition technology has advanced in recent years, most of them recognize only linguistic information and cannot recognize verbal/non-verbal (VNV) phenomena. In this study, we propose a speech recognition model that simultaneously recognizes various types of VNV phenomena and linguistic information. The VNV phenomena to be recognized are filler, laughter, rising intonation in questions, end of speech, word errors, word restarts, small speech, speech related to the flow of conversation, and speech in dialects and foreign languages. In addition, we investigated the effect of the position of tags indicating VNV on speech recognition. The experimental results demonstrated that the best speech recognition model for the CEJC database was the one in which the VNV phenomenon tag was annotated before the linguistic information in the transcribed text. We also showed that the accuracy of speech recognition is improved by recognizing VNV phenomena. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
End-to-End automatic speech recognition / Encoder-Decoder model / verbal phenomena / non-verbal phenomena / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 123, no. 88, SP2023-22, pp. 109-113, June 2023. |
| Paper # |
SP2023-22 |
| Date of Issue |
2023-06-16 (SP) |
| 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 |
SP2023-22 |
| Conference Information |
| Committee |
SP IPSJ-MUS IPSJ-SLP |
| Conference Date |
2023-06-23 - 2023-06-24 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
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| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
SP |
| Conference Code |
2023-06-SP-MUS-SLP |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Automatic speech recognition model simultaneously recognizes linguistic information and verbal/non-verbal phenomena |
| Sub Title (in English) |
|
| Keyword(1) |
End-to-End automatic speech recognition |
| Keyword(2) |
Encoder-Decoder model |
| Keyword(3) |
verbal phenomena |
| Keyword(4) |
non-verbal phenomena |
| Keyword(5) |
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| 1st Author's Name |
Nagito Shione |
| 1st Author's Affiliation |
Toyohashi University Of Technology (TUT) |
| 2nd Author's Name |
Yukoh Wakabayashi |
| 2nd Author's Affiliation |
Toyohashi University Of Technology (TUT) |
| 3rd Author's Name |
Norihide Kitaoka |
| 3rd Author's Affiliation |
Toyohashi University Of Technology (TUT) |
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| Speaker |
Author-1 |
| Date Time |
2023-06-24 13:50:00 |
| Presentation Time |
140 minutes |
| Registration for |
SP |
| Paper # |
SP2023-22 |
| Volume (vol) |
vol.123 |
| Number (no) |
no.88 |
| Page |
pp.109-113 |
| #Pages |
5 |
| Date of Issue |
2023-06-16 (SP) |