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Sub-8-bit quantization for on-device speech recognition: a regularization-free approach


Oct 17, 2022
Kai Zhen, Martin Radfar, Hieu Duy Nguyen, Grant P. Strimel, Nathan Susanj, Athanasios Mouchtaris

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* Accepted for publication at IEEE SLT'22 

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ConvRNN-T: Convolutional Augmented Recurrent Neural Network Transducers for Streaming Speech Recognition


Sep 29, 2022
Martin Radfar, Rohit Barnwal, Rupak Vignesh Swaminathan, Feng-Ju Chang, Grant P. Strimel, Nathan Susanj, Athanasios Mouchtaris

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* This paper was presented in Interspeech 2022 

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Compute Cost Amortized Transformer for Streaming ASR


Jul 05, 2022
Yi Xie, Jonathan Macoskey, Martin Radfar, Feng-Ju Chang, Brian King, Ariya Rastrow, Athanasios Mouchtaris, Grant P. Strimel

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Sub-8-Bit Quantization Aware Training for 8-Bit Neural Network Accelerator with On-Device Speech Recognition


Jun 30, 2022
Kai Zhen, Hieu Duy Nguyen, Raviteja Chinta, Nathan Susanj, Athanasios Mouchtaris, Tariq Afzal, Ariya Rastrow

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* Accepted for publication in INTERSPEECH 2022 

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Contextual Adapters for Personalized Speech Recognition in Neural Transducers


May 26, 2022
Kanthashree Mysore Sathyendra, Thejaswi Muniyappa, Feng-Ju Chang, Jing Liu, Jinru Su, Grant P. Strimel, Athanasios Mouchtaris, Siegfried Kunzmann

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* Accepted at ICASSP 2022 

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A neural prosody encoder for end-ro-end dialogue act classification


May 11, 2022
Kai Wei, Dillon Knox, Martin Radfar, Thanh Tran, Markus Muller, Grant P. Strimel, Nathan Susanj, Athanasios Mouchtaris, Maurizio Omologo

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Context-Aware Transformer Transducer for Speech Recognition


Nov 05, 2021
Feng-Ju Chang, Jing Liu, Martin Radfar, Athanasios Mouchtaris, Maurizio Omologo, Ariya Rastrow, Siegfried Kunzmann

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* Accepted to ASRU 2021 

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FANS: Fusing ASR and NLU for on-device SLU


Oct 31, 2021
Martin Radfar, Athanasios Mouchtaris, Siegfried Kunzmann, Ariya Rastrow

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* Published in Interspeech 2021 

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Multi-Channel Transformer Transducer for Speech Recognition


Aug 30, 2021
Feng-Ju Chang, Martin Radfar, Athanasios Mouchtaris, Maurizio Omologo

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* Published in INTERSPEECH 2021 

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End-to-End Spoken Language Understanding for Generalized Voice Assistants


Jun 16, 2021
Michael Saxon, Samridhi Choudhary, Joseph P. McKenna, Athanasios Mouchtaris

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* Accepted to Interspeech 2021; 5 pages, 2 tables, 1 figure 

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