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SpeechBrain: A General-Purpose Speech Toolkit


Jun 08, 2021
Mirco Ravanelli, Titouan Parcollet, Peter Plantinga, Aku Rouhe, Samuele Cornell, Loren Lugosch, Cem Subakan, Nauman Dawalatabad, Abdelwahab Heba, Jianyuan Zhong, Ju-Chieh Chou, Sung-Lin Yeh, Szu-Wei Fu, Chien-Feng Liao, Elena Rastorgueva, François Grondin, William Aris, Hwidong Na, Yan Gao, Renato De Mori, Yoshua Bengio

* Preprint 

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End2End Acoustic to Semantic Transduction


Feb 01, 2021
Valentin Pelloin, Nathalie Camelin, Antoine Laurent, Renato De Mori, Antoine Caubrière, Yannick Estève, Sylvain Meignier

* Accepted at IEEE ICASSP 2021 

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Dialogue history integration into end-to-end signal-to-concept spoken language understanding systems


Feb 14, 2020
Natalia Tomashenko, Christian Raymond, Antoine Caubriere, Renato De Mori, Yannick Esteve

* Accepted for ICASSP 2020 (Submitted: October 21, 2019) 

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Real to H-space Encoder for Speech Recognition


Jun 17, 2019
Titouan Parcollet, Mohamed Morchid, Georges Linarès, Renato De Mori

* Accepted at INTERSPEECH 2019 

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Multiple topic identification in telephone conversations


Dec 29, 2018
Xavier Bost, Marc El Bèze, Renato De Mori

* Interspeech, Aug 2013, Lyon, France 
* arXiv admin note: text overlap with arXiv:1812.07207 

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Speech recognition with quaternion neural networks


Nov 21, 2018
Titouan Parcollet, Mirco Ravanelli, Mohamed Morchid, Georges Linarès, Renato De Mori

* NIPS 2018 (IRASL). arXiv admin note: text overlap with arXiv:1806.04418 

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Bidirectional Quaternion Long-Short Term Memory Recurrent Neural Networks for Speech Recognition


Nov 06, 2018
Titouan Parcollet, Mohamed Morchid, Georges Linarès, Renato De Mori

* Submitted at ICASSP 2019. arXiv admin note: text overlap with arXiv:1806.04418 

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Quaternion Recurrent Neural Networks


Jul 05, 2018
Titouan Parcollet, Mirco Ravanelli, Mohamed Morchid, Georges Linarès, Chiheb Trabelsi, Renato De Mori, Yoshua Bengio

* Adding WSJ results 

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Quaternion Convolutional Neural Networks for End-to-End Automatic Speech Recognition


Jun 20, 2018
Titouan Parcollet, Ying Zhang, Mohamed Morchid, Chiheb Trabelsi, Georges Linarès, Renato De Mori, Yoshua Bengio

* Accepted at INTERSPEECH 2018 

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ASR error management for improving spoken language understanding


May 26, 2017
Edwin Simonnet, Sahar Ghannay, Nathalie Camelin, Yannick Estève, Renato De Mori

* Interspeech 2017, Aug 2017, Stockholm, Sweden. 2017 

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