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Large vocabulary speech recognition for languages of Africa: multilingual modeling and self-supervised learning


Aug 05, 2022
Sandy Ritchie, You-Chi Cheng, Mingqing Chen, Rajiv Mathews, Daan van Esch, Bo Li, Khe Chai Sim


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UserLibri: A Dataset for ASR Personalization Using Only Text


Jul 02, 2022
Theresa Breiner, Swaroop Ramaswamy, Ehsan Variani, Shefali Garg, Rajiv Mathews, Khe Chai Sim, Kilol Gupta, Mingqing Chen, Lara McConnaughey

* Accepted for publication in Interspeech 2022. 9 total pages with appendix, 9 total tables, 5 total figures 

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Pseudo Label Is Better Than Human Label


Mar 28, 2022
Dongseong Hwang, Khe Chai Sim, Zhouyuan Huo, Trevor Strohman

* 6 pages, 2 figures, 9 tables, submitted to INTERSPEECH 

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Joint Unsupervised and Supervised Training for Multilingual ASR


Nov 15, 2021
Junwen Bai, Bo Li, Yu Zhang, Ankur Bapna, Nikhil Siddhartha, Khe Chai Sim, Tara N. Sainath


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Large-scale ASR Domain Adaptation using Self- and Semi-supervised Learning


Oct 13, 2021
Dongseong Hwang, Ananya Misra, Zhouyuan Huo, Nikhil Siddhartha, Shefali Garg, David Qiu, Khe Chai Sim, Trevor Strohman, Fran├žoise Beaufays, Yanzhang He

* ICASSP 2022 submitted, 5 pages, 2 figures, 5 tables 

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Fast Contextual Adaptation with Neural Associative Memory for On-Device Personalized Speech Recognition


Oct 07, 2021
Tsendsuren Munkhdalai, Khe Chai Sim, Angad Chandorkar, Fan Gao, Mason Chua, Trevor Strohman, Fran├žoise Beaufays

* 5 pages, 3 figures, 3 tables 

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BigSSL: Exploring the Frontier of Large-Scale Semi-Supervised Learning for Automatic Speech Recognition


Oct 01, 2021
Yu Zhang, Daniel S. Park, Wei Han, James Qin, Anmol Gulati, Joel Shor, Aren Jansen, Yuanzhong Xu, Yanping Huang, Shibo Wang, Zongwei Zhou, Bo Li, Min Ma, William Chan, Jiahui Yu, Yongqiang Wang, Liangliang Cao, Khe Chai Sim, Bhuvana Ramabhadran, Tara N. Sainath, Fran├žoise Beaufays, Zhifeng Chen, Quoc V. Le, Chung-Cheng Chiu, Ruoming Pang, Yonghui Wu

* 14 pages, 7 figures, 13 tables; v2: minor corrections, reference baselines and bibliography updated 

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Large-scale ASR Domain Adaptation by Self- and Semi-supervised Learning


Oct 01, 2021
Dongseong Hwang, Ananya Misra, Zhouyuan Huo, Nikhil Siddhartha, Shefali Garg, David Qiu, Khe Chai Sim, Trevor Strohman, Fran├žoise Beaufays, Yanzhang He

* ICASSP 2022 submitted, 5 pages, 2 figures, 5 tables 

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Incremental Layer-wise Self-Supervised Learning for Efficient Speech Domain Adaptation On Device


Oct 01, 2021
Zhouyuan Huo, Dongseong Hwang, Khe Chai Sim, Shefali Garg, Ananya Misra, Nikhil Siddhartha, Trevor Strohman, Fran├žoise Beaufays

* 5 pages 

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On-Device Personalization of Automatic Speech Recognition Models for Disordered Speech


Jun 18, 2021
Katrin Tomanek, Fran├žoise Beaufays, Julie Cattiau, Angad Chandorkar, Khe Chai Sim


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