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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, Françoise 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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Streaming Attention-Based Models with Augmented Memory for End-to-End Speech Recognition


Nov 03, 2020
Ching-Feng Yeh, Yongqiang Wang, Yangyang Shi, Chunyang Wu, Frank Zhang, Julian Chan, Michael L. Seltzer

* IEEE Spoken Language Technology Workshop 2021 

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Streaming Simultaneous Speech Translation with Augmented Memory Transformer


Oct 30, 2020
Xutai Ma, Yongqiang Wang, Mohammad Javad Dousti, Philipp Koehn, Juan Pino


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Transformer in action: a comparative study of transformer-based acoustic models for large scale speech recognition applications


Oct 29, 2020
Yongqiang Wang, Yangyang Shi, Frank Zhang, Chunyang Wu, Julian Chan, Ching-Feng Yeh, Alex Xiao

* submitted to ICASSP2021 

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Emformer: Efficient Memory Transformer Based Acoustic Model For Low Latency Streaming Speech Recognition


Oct 29, 2020
Yangyang Shi, Yongqiang Wang, Chunyang Wu, Ching-Feng Yeh, Julian Chan, Frank Zhang, Duc Le, Mike Seltzer

* 5 pages, 2 figures, submitted to ICASSP 2021 

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Fast, Simpler and More Accurate Hybrid ASR Systems Using Wordpieces


May 19, 2020
Frank Zhang, Yongqiang Wang, Xiaohui Zhang, Chunxi Liu, Yatharth Saraf, Geoffrey Zweig

* submitted to interspeech 2020 

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Weak-Attention Suppression For Transformer Based Speech Recognition


May 18, 2020
Yangyang Shi, Yongqiang Wang, Chunyang Wu, Christian Fuegen, Frank Zhang, Duc Le, Ching-Feng Yeh, Michael L. Seltzer

* submitted to interspeech 2020 

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Streaming Transformer-based Acoustic Models Using Self-attention with Augmented Memory


May 16, 2020
Chunyang Wu, Yongqiang Wang, Yangyang Shi, Ching-Feng Yeh, Frank Zhang

* submitted to Interspeech 2020 

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Improving N-gram Language Models with Pre-trained Deep Transformer


Nov 22, 2019
Yiren Wang, Hongzhao Huang, Zhe Liu, Yutong Pang, Yongqiang Wang, ChengXiang Zhai, Fuchun Peng


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Transformer-Transducer: End-to-End Speech Recognition with Self-Attention


Oct 28, 2019
Ching-Feng Yeh, Jay Mahadeokar, Kaustubh Kalgaonkar, Yongqiang Wang, Duc Le, Mahaveer Jain, Kjell Schubert, Christian Fuegen, Michael L. Seltzer


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Training ASR models by Generation of Contextual Information


Oct 27, 2019
Kritika Singh, Dmytro Okhonko, Jun Liu, Yongqiang Wang, Frank Zhang, Ross Girshick, Sergey Edunov, Fuchun Peng, Yatharth Saraf, Geoffrey Zweig, Abdelrahman Mohamed


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Deja-vu: Double Feature Presentation in Deep Transformer Networks


Oct 23, 2019
Andros Tjandra, Chunxi Liu, Frank Zhang, Xiaohui Zhang, Yongqiang Wang, Gabriel Synnaeve, Satoshi Nakamura, Geoffrey Zweig


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Transformer-based Acoustic Modeling for Hybrid Speech Recognition


Oct 22, 2019
Yongqiang Wang, Abdelrahman Mohamed, Duc Le, Chunxi Liu, Alex Xiao, Jay Mahadeokar, Hongzhao Huang, Andros Tjandra, Xiaohui Zhang, Frank Zhang, Christian Fuegen, Geoffrey Zweig, Michael L. Seltzer


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Decentralized Heading Control with Rate Constraints using Pulse-Coupled Oscillators


Oct 16, 2019
Timothy Anglea, Yongqiang Wang

* 13 pages, 18 figures; To be submitted to IEEE journal TCNS 

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End-to-end contextual speech recognition using class language models and a token passing decoder


Dec 05, 2018
Zhehuai Chen, Mahaveer Jain, Yongqiang Wang, Michael L. Seltzer, Christian Fuegen

* submit to ICASSP2019 

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Towards end-to-end spoken language understanding


Feb 23, 2018
Dmitriy Serdyuk, Yongqiang Wang, Christian Fuegen, Anuj Kumar, Baiyang Liu, Yoshua Bengio

* submitted to ICASSP 2018 

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