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FastEmit: Low-latency Streaming ASR with Sequence-level Emission Regularization

Oct 21, 2020
Jiahui Yu, Chung-Cheng Chiu, Bo Li, Shuo-yiin Chang, Tara N. Sainath, Yanzhang He, Arun Narayanan, Wei Han, Anmol Gulati, Yonghui Wu, Ruoming Pang

* tech report 

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Universal ASR: Unify and Improve Streaming ASR with Full-context Modeling

Oct 12, 2020
Jiahui Yu, Wei Han, Anmol Gulati, Chung-Cheng Chiu, Bo Li, Tara N. Sainath, Yonghui Wu, Ruoming Pang

* tech report 

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Improving Tail Performance of a Deliberation E2E ASR Model Using a Large Text Corpus

Aug 25, 2020
Cal Peyser, Sepand Mavandadi, Tara N. Sainath, James Apfel, Ruoming Pang, Shankar Kumar


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Improving Proper Noun Recognition in End-to-End ASR By Customization of the MWER Loss Criterion

May 19, 2020
Cal Peyser, Tara N. Sainath, Golan Pundak


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RNN-T Models Fail to Generalize to Out-of-Domain Audio: Causes and Solutions

May 17, 2020
Chung-Cheng Chiu, Arun Narayanan, Wei Han, Rohit Prabhavalkar, Yu Zhang, Navdeep Jaitly, Ruoming Pang, Tara N. Sainath, Patrick Nguyen, Liangliang Cao, Yonghui Wu

* Submitted to Interspeech 2020 

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A Streaming On-Device End-to-End Model Surpassing Server-Side Conventional Model Quality and Latency

Mar 28, 2020
Tara N. Sainath, Yanzhang He, Bo Li, Arun Narayanan, Ruoming Pang, Antoine Bruguier, Shuo-yiin Chang, Wei Li, Raziel Alvarez, Zhifeng Chen, Chung-Cheng Chiu, David Garcia, Alex Gruenstein, Ke Hu, Minho Jin, Anjuli Kannan, Qiao Liang, Ian McGraw, Cal Peyser, Rohit Prabhavalkar, Golan Pundak, David Rybach, Yuan Shangguan, Yash Sheth, Trevor Strohman, Mirko Visontai, Yonghui Wu, Yu Zhang, Ding Zhao

* In Proceedings of IEEE ICASSP 2020 

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Deliberation Model Based Two-Pass End-to-End Speech Recognition

Mar 17, 2020
Ke Hu, Tara N. Sainath, Ruoming Pang, Rohit Prabhavalkar


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Recognizing long-form speech using streaming end-to-end models

Oct 24, 2019
Arun Narayanan, Rohit Prabhavalkar, Chung-Cheng Chiu, David Rybach, Tara N. Sainath, Trevor Strohman


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Large-Scale Multilingual Speech Recognition with a Streaming End-to-End Model

Sep 11, 2019
Anjuli Kannan, Arindrima Datta, Tara N. Sainath, Eugene Weinstein, Bhuvana Ramabhadran, Yonghui Wu, Ankur Bapna, Zhifeng Chen, Seungji Lee

* Accepted in Interspeech 2019 

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Two-Pass End-to-End Speech Recognition

Aug 29, 2019
Tara N. Sainath, Ruoming Pang, David Rybach, Yanzhang He, Rohit Prabhavalkar, Wei Li, Mirkó Visontai, Qiao Liang, Trevor Strohman, Yonghui Wu, Ian McGraw, Chung-Cheng Chiu


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Phoneme-Based Contextualization for Cross-Lingual Speech Recognition in End-to-End Models

Jul 22, 2019
Ke Hu, Antoine Bruguier, Tara N. Sainath, Rohit Prabhavalkar, Golan Pundak


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Improving Performance of End-to-End ASR on Numeric Sequences

Jul 01, 2019
Cal Peyser, Hao Zhang, Tara N. Sainath, Zelin Wu


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A spelling correction model for end-to-end speech recognition

Feb 19, 2019
Jinxi Guo, Tara N. Sainath, Ron J. Weiss

* Accepted to ICASSP 2019 

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Streaming End-to-end Speech Recognition For Mobile Devices

Nov 15, 2018
Yanzhang He, Tara N. Sainath, Rohit Prabhavalkar, Ian McGraw, Raziel Alvarez, Ding Zhao, David Rybach, Anjuli Kannan, Yonghui Wu, Ruoming Pang, Qiao Liang, Deepti Bhatia, Yuan Shangguan, Bo Li, Golan Pundak, Khe Chai Sim, Tom Bagby, Shuo-yiin Chang, Kanishka Rao, Alexander Gruenstein


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Contextual Speech Recognition with Difficult Negative Training Examples

Oct 29, 2018
Uri Alon, Golan Pundak, Tara N. Sainath


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Deep context: end-to-end contextual speech recognition

Aug 07, 2018
Golan Pundak, Tara N. Sainath, Rohit Prabhavalkar, Anjuli Kannan, Ding Zhao


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State-of-the-art Speech Recognition With Sequence-to-Sequence Models

Feb 23, 2018
Chung-Cheng Chiu, Tara N. Sainath, Yonghui Wu, Rohit Prabhavalkar, Patrick Nguyen, Zhifeng Chen, Anjuli Kannan, Ron J. Weiss, Kanishka Rao, Ekaterina Gonina, Navdeep Jaitly, Bo Li, Jan Chorowski, Michiel Bacchiani

* ICASSP camera-ready version 

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Multilingual Speech Recognition With A Single End-To-End Model

Feb 15, 2018
Shubham Toshniwal, Tara N. Sainath, Ron J. Weiss, Bo Li, Pedro Moreno, Eugene Weinstein, Kanishka Rao

* Accepted in ICASSP 2018 

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An analysis of incorporating an external language model into a sequence-to-sequence model

Dec 06, 2017
Anjuli Kannan, Yonghui Wu, Patrick Nguyen, Tara N. Sainath, Zhifeng Chen, Rohit Prabhavalkar


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No Need for a Lexicon? Evaluating the Value of the Pronunciation Lexica in End-to-End Models

Dec 05, 2017
Tara N. Sainath, Rohit Prabhavalkar, Shankar Kumar, Seungji Lee, Anjuli Kannan, David Rybach, Vlad Schogol, Patrick Nguyen, Bo Li, Yonghui Wu, Zhifeng Chen, Chung-Cheng Chiu


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Minimum Word Error Rate Training for Attention-based Sequence-to-Sequence Models

Dec 05, 2017
Rohit Prabhavalkar, Tara N. Sainath, Yonghui Wu, Patrick Nguyen, Zhifeng Chen, Chung-Cheng Chiu, Anjuli Kannan


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Improving the Performance of Online Neural Transducer Models

Dec 05, 2017
Tara N. Sainath, Chung-Cheng Chiu, Rohit Prabhavalkar, Anjuli Kannan, Yonghui Wu, Patrick Nguyen, Zhifeng Chen


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Learning Compact Recurrent Neural Networks

Apr 09, 2016
Zhiyun Lu, Vikas Sindhwani, Tara N. Sainath


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Structured Transforms for Small-Footprint Deep Learning

Oct 06, 2015
Vikas Sindhwani, Tara N. Sainath, Sanjiv Kumar

* To appear in NIPS 2015; 9 pages 

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Accelerating Hessian-free optimization for deep neural networks by implicit preconditioning and sampling

Dec 10, 2013
Tara N. Sainath, Lior Horesh, Brian Kingsbury, Aleksandr Y. Aravkin, Bhuvana Ramabhadran

* this paper is not supposed to be posted publically before the conference in December due to company policy. another co-author was not informed of this and posted without the permission of the first author. pls remove 

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Improvements to deep convolutional neural networks for LVCSR

Dec 10, 2013
Tara N. Sainath, Brian Kingsbury, Abdel-rahman Mohamed, George E. Dahl, George Saon, Hagen Soltau, Tomas Beran, Aleksandr Y. Aravkin, Bhuvana Ramabhadran

* 6 pages, 1 figure 

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