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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 35 / No. 14: AAAI-21 Technical Tracks 14

Listen, Understand and Translate: Triple Supervision Decouples End-to-end Speech-to-text Translation

February 1, 2023

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Authors

Qianqian Dong

Institute of Automation, Chinese Academy of Sciences, China School of Artificial Intelligence, University of Chinese Academy of Sciences, China


Rong Ye

ByteDance AI Lab


Mingxuan Wang

ByteDance AI Lab


Hao Zhou

ByteDance AI Lab


Shuang Xu

Institute of Automation, Chinese Academy of Sciences, China


Bo Xu

Institute of Automation, Chinese Academy of Sciences, China School of Artificial Intelligence, University of Chinese Academy of Sciences, China


Lei Li

ByteDance AI Lab


DOI:

10.1609/aaai.v35i14.17509


Abstract:

An end-to-end speech-to-text translation (ST) takes audio in a source language and outputs the text in a target language. Existing methods are limited by the amount of parallel corpus. Can we build a system to fully utilize signals in a parallel ST corpus? We are inspired by human understanding system which is composed of auditory perception and cognitive processing. In this paper, we propose Listen-Understand-Translate, (LUT), a unified framework with triple supervision signals to decouple the end-to-end speech-to-text translation task. LUT is able to guide the acoustic encoder to extract as much information from the auditory input. In addition, LUT utilizes a pre-trained BERT model to enforce the upper encoder to produce as much semantic information as possible, without extra data. We perform experiments on a diverse set of speech translation benchmarks, including Librispeech English-French, IWSLT English-German and TED English-Chinese. Our results demonstrate LUT achieves the state-of-the-art performance, outperforming previous methods. The code is available at https://github.com/dqqcasia/st.

Topics: AAAI

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HOW TO CITE:

Qianqian Dong||Rong Ye||Mingxuan Wang||Hao Zhou||Shuang Xu||Bo Xu||Lei Li Listen, Understand and Translate: Triple Supervision Decouples End-to-end Speech-to-text Translation Proceedings of the AAAI Conference on Artificial Intelligence (2021) 12749-12759.

Qianqian Dong||Rong Ye||Mingxuan Wang||Hao Zhou||Shuang Xu||Bo Xu||Lei Li Listen, Understand and Translate: Triple Supervision Decouples End-to-end Speech-to-text Translation AAAI 2021, 12749-12759.

Qianqian Dong||Rong Ye||Mingxuan Wang||Hao Zhou||Shuang Xu||Bo Xu||Lei Li (2021). Listen, Understand and Translate: Triple Supervision Decouples End-to-end Speech-to-text Translation. Proceedings of the AAAI Conference on Artificial Intelligence, 12749-12759.

Qianqian Dong||Rong Ye||Mingxuan Wang||Hao Zhou||Shuang Xu||Bo Xu||Lei Li. Listen, Understand and Translate: Triple Supervision Decouples End-to-end Speech-to-text Translation. Proceedings of the AAAI Conference on Artificial Intelligence 2021 p.12749-12759.

Qianqian Dong||Rong Ye||Mingxuan Wang||Hao Zhou||Shuang Xu||Bo Xu||Lei Li. 2021. Listen, Understand and Translate: Triple Supervision Decouples End-to-end Speech-to-text Translation. "Proceedings of the AAAI Conference on Artificial Intelligence". 12749-12759.

Qianqian Dong||Rong Ye||Mingxuan Wang||Hao Zhou||Shuang Xu||Bo Xu||Lei Li. (2021) "Listen, Understand and Translate: Triple Supervision Decouples End-to-end Speech-to-text Translation", Proceedings of the AAAI Conference on Artificial Intelligence, p.12749-12759

Qianqian Dong||Rong Ye||Mingxuan Wang||Hao Zhou||Shuang Xu||Bo Xu||Lei Li, "Listen, Understand and Translate: Triple Supervision Decouples End-to-end Speech-to-text Translation", AAAI, p.12749-12759, 2021.

Qianqian Dong||Rong Ye||Mingxuan Wang||Hao Zhou||Shuang Xu||Bo Xu||Lei Li. "Listen, Understand and Translate: Triple Supervision Decouples End-to-end Speech-to-text Translation". Proceedings of the AAAI Conference on Artificial Intelligence, 2021, p.12749-12759.

Qianqian Dong||Rong Ye||Mingxuan Wang||Hao Zhou||Shuang Xu||Bo Xu||Lei Li. "Listen, Understand and Translate: Triple Supervision Decouples End-to-end Speech-to-text Translation". Proceedings of the AAAI Conference on Artificial Intelligence, (2021): 12749-12759.

Qianqian Dong||Rong Ye||Mingxuan Wang||Hao Zhou||Shuang Xu||Bo Xu||Lei Li. Listen, Understand and Translate: Triple Supervision Decouples End-to-end Speech-to-text Translation. AAAI[Internet]. 2021[cited 2023]; 12749-12759.


ISSN: 2374-3468


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