Paper Abstract and Keywords |
Presentation |
2007-05-31 13:00
Consolidation-based Speech Translation applied to Chinese-English Broadcast News domain Chiori Hori (NICT-ATR), Bing Zhao, Stephan Vogel, Alex Waibel (Carnegie Mellon Univ) SP2007-5 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
The performance of speech translation systems combining automatic speech recognition (ASR) and machine translation (MT) systems is degraded by redundant and irrelevant information caused by speaker’s disfluency and recognition errors. This paper proposes a new approach to translate speech recognition results through speech consolidation which extracts meaningful phrases and remove errors and disfluencies. The speech translation results via consolidation cannot be directly compared with gold standards in which all words in speech are translated because consolidation-based translations are partial translations. We would like to propose a new evaluation framework for partial translation by comparing with the most similar set of words extracted from a word network created by merging gradual summarizations of the gold standard translation. Chinese broadcast news (BN) speech in RT04 were recognized, consolidated and then translated. The performance of MT results was evaluated using BLEU. We also propose Information Preservation Accuracy (IPAccy) and Meaning Preservation Accuracy (MPAccy) to evaluate consolidation and consolidation-based MT. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
speech translation / speech consolidation / Chinese broadcast news speech / Chinese-English translation / BLEU / IPAccy / MPAccy / |
Reference Info. |
IEICE Tech. Rep., vol. 107, no. 77, SP2007-5, pp. 25-30, May 2007. |
Paper # |
SP2007-5 |
Date of Issue |
2007-05-24 (SP) |
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) |
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SP2007-5 |
Conference Information |
Committee |
SP |
Conference Date |
2007-05-31 - 2007-05-31 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
ATR |
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(See Japanese page) |
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etc. |
Paper Information |
Registration To |
SP |
Conference Code |
2007-05-SP |
Language |
English |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Consolidation-based Speech Translation applied to Chinese-English Broadcast News domain |
Sub Title (in English) |
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Keyword(1) |
speech translation |
Keyword(2) |
speech consolidation |
Keyword(3) |
Chinese broadcast news speech |
Keyword(4) |
Chinese-English translation |
Keyword(5) |
BLEU |
Keyword(6) |
IPAccy |
Keyword(7) |
MPAccy |
Keyword(8) |
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1st Author's Name |
Chiori Hori |
1st Author's Affiliation |
NICT-ATR (NICT-ATR) |
2nd Author's Name |
Bing Zhao |
2nd Author's Affiliation |
Carnegie Mellon University (Carnegie Mellon Univ) |
3rd Author's Name |
Stephan Vogel |
3rd Author's Affiliation |
Carnegie Mellon University (Carnegie Mellon Univ) |
4th Author's Name |
Alex Waibel |
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Carnegie Mellon University (Carnegie Mellon Univ) |
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Speaker |
Author-1 |
Date Time |
2007-05-31 13:00:00 |
Presentation Time |
30 minutes |
Registration for |
SP |
Paper # |
SP2007-5 |
Volume (vol) |
vol.107 |
Number (no) |
no.77 |
Page |
pp.25-30 |
#Pages |
6 |
Date of Issue |
2007-05-24 (SP) |