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

  Model/Code   API Access   Call/Text an Expert

* tech report 

  Access Paper or Ask Questions

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

  Model/Code   API Access   Call/Text an Expert

* tech report 

  Access Paper or Ask Questions

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

  Model/Code   API Access   Call/Text an Expert

  Access Paper or Ask Questions

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

  Model/Code   API Access   Call/Text an Expert

  Access Paper or Ask Questions

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

  Model/Code   API Access   Call/Text an Expert

* Submitted to Interspeech 2020 

  Access Paper or Ask Questions

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

  Model/Code   API Access   Call/Text an Expert

* In Proceedings of IEEE ICASSP 2020 

  Access Paper or Ask Questions

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

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

  Model/Code   API Access   Call/Text an Expert

  Access Paper or Ask Questions

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

  Model/Code   API Access   Call/Text an Expert

  Access Paper or Ask Questions

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

  Model/Code   API Access   Call/Text an Expert

* Accepted in Interspeech 2019 

  Access Paper or Ask Questions

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

  Model/Code   API Access   Call/Text an Expert

  Access Paper or Ask Questions

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

  Model/Code   API Access   Call/Text an Expert

  Access Paper or Ask Questions

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

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

  Model/Code   API Access   Call/Text an Expert

  Access Paper or Ask Questions

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

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

  Model/Code   API Access   Call/Text an Expert

* Accepted to ICASSP 2019 

  Access Paper or Ask Questions

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

  Model/Code   API Access   Call/Text an Expert

  Access Paper or Ask Questions

Contextual Speech Recognition with Difficult Negative Training Examples

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

  Model/Code   API Access   Call/Text an Expert

  Access Paper or Ask Questions

Deep context: end-to-end contextual speech recognition

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

  Model/Code   API Access   Call/Text an Expert

  Access Paper or Ask Questions

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

  Model/Code   API Access   Call/Text an Expert

* ICASSP camera-ready version 

  Access Paper or Ask Questions

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

  Model/Code   API Access   Call/Text an Expert

* Accepted in ICASSP 2018 

  Access Paper or Ask Questions

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

  Model/Code   API Access   Call/Text an Expert

  Access Paper or Ask Questions

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

  Model/Code   API Access   Call/Text an Expert

  Access Paper or Ask Questions

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

  Model/Code   API Access   Call/Text an Expert

  Access Paper or Ask Questions

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

  Model/Code   API Access   Call/Text an Expert

  Access Paper or Ask Questions

Learning Compact Recurrent Neural Networks

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

  Model/Code   API Access   Call/Text an Expert

  Access Paper or Ask Questions

Structured Transforms for Small-Footprint Deep Learning

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

  Model/Code   API Access   Call/Text an Expert

* To appear in NIPS 2015; 9 pages 

  Access Paper or Ask Questions

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

  Model/Code   API Access   Call/Text an Expert

* 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 

  Access Paper or Ask Questions

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

  Model/Code   API Access   Call/Text an Expert

* 6 pages, 1 figure 

  Access Paper or Ask Questions