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We explore multitask models for neural translation of speech, augmenting them in order to reflect two intuitive notions.
Perceptual linear predictive (PLP) analysis of speech
Hynek Hermansky. 1990 · 1990
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Multitask learning
Rich Caruana. 1998 · 1998
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Speech translation: Coupling of recognition and translation
Hermann Ney. 1999 · 1999
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On the integration of speech recognition and statistical machine translation
Evgeny Matusov, Stephan Kanthak, and Hermann Ney. 2005 · 2005
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Word alignment for languages with scarce resources using bilingual corpora of other language pairs
Haifeng Wang, Hua Wu, and Zhanyi Liu. 2006 · 2006
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Towards spoken term discovery at scale with zero resources
Aren Jansen, Kenneth Church, and Hynek Hermansky. 2010 · 2010
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Matt Post, Gaurav Kumar, Adam Lopez, Damianos Karakos, Chris Callison-Burch, and Sanjeev Khudanpur. 2013 · 2013
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Dzmitry Bahdanau, Kyunghyun Cho, and Yoshua Bengio. 2015 · 2015
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Daxiang Dong, Hua Wu, Wei He, Dianhai Yu, and Haifeng Wang. 2015 · 2015
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Multi-task word alignment triangulation for low-resource languages
Tomer Levinboim and David Chiang. 2015 · 2015
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Model invertibility regularization: Sequence alignment with or without parallel data
Tomer Levinboim, Ashish Vaswani, and David Chiang. 2015 · 2015
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Breaking the unwritten language barrier: The BULB project
Gilles Adda, Sebastian Stüker, Martine Adda-Decker, Odette Ambouroue, Laurent Besacier, David Blachon, Hélène Bonneau-Maynard, Pierre Godard, Fatima Hamlaoui, Dmitry Idiatov, et al. 2016 · 2016
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An unsupervised probability model for speech-to-translation alignment of low-resource languages
Antonios Anastasopoulos, David Chiang, and Long Duong. 2016 · 2016
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Listen and translate: A proof of concept for end-to-end speech-to-text translation
Alexandre Bérard, Olivier Pietquin, Christophe Servan, and Laurent Besacier. 2016 · 2016
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Parallel speech collection for under-resourced language studies using the LIG-Aikuma mobile device app
David Blachon, Elodie Gauthier, Laurent Besacier, Guy-Noël Kouarata, Martine Adda-Decker, and Annie Rialland. 2016 · 2016
Unwritten languages demand attention too! word discovery with encoder-decoder models
Marcely Zanon Boito, Alexandre Bérard, Aline Villavicencio, and Laurent Besacier. 2017 · 2017
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Learning to parse and translate improves neural machine translation
Akiko Eriguchi, Yoshimasa Tsuruoka, and Kyunghyun Cho. 2017 · 2017
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A very low resource language speech corpus for computational language documentation experiments
P. Godard, G. Adda, M. Adda-Decker, J. Benjumea, L. Besacier, J. Cooper-Leavitt, G-N. Kouarata, L. Lamel, H. Maynard, M. Mueller, et al. 2017 · 2017
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Joint CTC-attention based end-to-end speech recognition using multi-task learning
Suyoun Kim, Takaaki Hori, and Shinji Watanabe. 2017 · 2017
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Listen, attend and spell: A neural network for large vocabulary conversational speech recognition
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An attentional model for speech translation without transcription
Long Duong, Antonios Anastasopoulos, David Chiang, Steven Bird, and Trevor Cohn. 2016 · 2016
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Multi-task sequence to sequence learning
Minh-Thang Luong, Quoc V Le, Ilya Sutskever, Oriol Vinyals, and Lukasz Kaiser. 2016 · 2016
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Neural machine translation of rare words with subword units
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Google’s neural machine translation system: Bridging the gap between human and machine translation
Yonghui Wu, Mike Schuster, Zhifeng Chen, Quoc V. Le, Mohammad Norouzi, Wolfgang Macherey, Maxim Krikun, Yuan Cao, Qin Gao, Klaus Macherey, et al. 2016 · 2016
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Towards speech-to-text translation without speech recognition
Sameer Bansal, Herman Kamper, Adam Lopez, and Sharon Goldwater. 2017 · 2017
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Collecting bilingual audio in remote indigenous communities
Steven Bird, Lauren Gawne, Katie Gelbart, and Isaac McAlister. 2014a
Cited in the paper.
Graham Neubig, Chris Dyer, Yoav Goldberg, Austin Matthews, Waleed Ammar, Antonios Anastasopoulos, Miguel Ballesteros, David Chiang, Daniel Clothiaux, Trevor Cohn, et al. 2017 · 2017
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Transfer learning across low-resource related languages for neural machine translation
Toan Q. Nguyen and David Chiang. 2017 · 2017
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Multitask learning with low-level auxiliary tasks for encoder-decoder based speech recognition
Shubham Toshniwal, Hao Tang, Liang Lu, and Karen Livescu. 2017 · 2017
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Neural machine translation with reconstruction
Zhaopeng Tu, Yang Liu, Lifeng Shang, Xiaohua Liu, and Hang Li. 2017 · 2017
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Sequence-to-sequence models can directly transcribe foreign speech
Ron J. Weiss, Jan Chorowski, Navdeep Jaitly, Yonghui Wu, and Zhifeng Chen. 2017 · 2017
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End-to-end automatic speech translation of audiobooks
Alexandre Bérard, Laurent Besacier, Ali Can Kocabiyikoglu, and Olivier Pietquin. 2018 · 2018
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