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ILASR: Privacy-Preserving Incremental Learning for Automatic Speech Recognition at Production Scale


Jul 22, 2022
Gopinath Chennupati, Milind Rao, Gurpreet Chadha, Aaron Eakin, Anirudh Raju, Gautam Tiwari, Anit Kumar Sahu, Ariya Rastrow, Jasha Droppo, Andy Oberlin, Buddha Nandanoor, Prahalad Venkataramanan, Zheng Wu, Pankaj Sitpure

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* 9 pages 

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ILASR: Privacy-Preserving Incremental Learning for AutomaticSpeech Recognition at Production Scale


Jul 19, 2022
Gopinath Chennupati, Milind Rao, Gurpreet Chadha, Aaron Eakin, Anirudh Raju, Gautam Tiwari, Anit Kumar Sahu, Ariya Rastrow, Jasha Droppo, Andy Oberlin, Buddha Nandanoor, Prahalad Venkataramanan, Zheng Wu, Pankaj Sitpure

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* 9 pages 

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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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RescoreBERT: Discriminative Speech Recognition Rescoring with BERT


Feb 07, 2022
Liyan Xu, Yile Gu, Jari Kolehmainen, Haidar Khan, Ankur Gandhe, Ariya Rastrow, Andreas Stolcke, Ivan Bulyko

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* Accepted to ICASSP 2022 

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Attentive Contextual Carryover for Multi-Turn End-to-End Spoken Language Understanding


Dec 13, 2021
Kai Wei, Thanh Tran, Feng-Ju Chang, Kanthashree Mysore Sathyendra, Thejaswi Muniyappa, Jing Liu, Anirudh Raju, Ross McGowan, Nathan Susanj, Ariya Rastrow, Grant P. Strimel

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* ASRU2021 

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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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Learning a Neural Diff for Speech Models


Aug 17, 2021
Jonathan Macoskey, Grant P. Strimel, Ariya Rastrow

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* Accepted at Interspeech 2021 

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Bifocal Neural ASR: Exploiting Keyword Spotting for Inference Optimization


Aug 03, 2021
Jonathan Macoskey, Grant P. Strimel, Ariya Rastrow

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* Accepted at ICASSP 2021 

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