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Towards Measuring Fairness in Speech Recognition: Casual Conversations Dataset Transcriptions



Chunxi Liu , Michael Picheny , Leda Sarı , Pooja Chitkara , Alex Xiao , Xiaohui Zhang , Mark Chou , Andres Alvarado , Caner Hazirbas , Yatharth Saraf

* Submitted to ICASSP 2022. Our dataset will be publicly available at (https://ai.facebook.com/datasets/casual-conversations-downloads) for general use. We also would like to note that considering the limitations of our dataset, we limit the use of it for only evaluation purposes (see license agreement) 

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Conformer-Based Self-Supervised Learning for Non-Speech Audio Tasks



Sangeeta Srivastava , Yun Wang , Andros Tjandra , Anurag Kumar , Chunxi Liu , Kritika Singh , Yatharth Saraf

* 4 pages. Submitted to ICASSP in Oct 2021 

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Streaming Transformer Transducer Based Speech Recognition Using Non-Causal Convolution



Yangyang Shi , Chunyang Wu , Dilin Wang , Alex Xiao , Jay Mahadeokar , Xiaohui Zhang , Chunxi Liu , Ke Li , Yuan Shangguan , Varun Nagaraja , Ozlem Kalinli , Mike Seltzer

* 5 pages, 3 figures, submit to ICASSP 2022 

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Improving RNN Transducer Based ASR with Auxiliary Tasks



Chunxi Liu , Frank Zhang , Duc Le , Suyoun Kim , Yatharth Saraf , Geoffrey Zweig

* Accepted for publication at IEEE Spoken Language Technology Workshop (SLT), 2021 

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Fast, Simpler and More Accurate Hybrid ASR Systems Using Wordpieces



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

* submitted to interspeech 2020 

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Contextualizing ASR Lattice Rescoring with Hybrid Pointer Network Language Model



Da-Rong Liu , Chunxi Liu , Frank Zhang , Gabriel Synnaeve , Yatharth Saraf , Geoffrey Zweig


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Deja-vu: Double Feature Presentation in Deep Transformer Networks



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



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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Multilingual ASR with Massive Data Augmentation



Chunxi Liu , Qiaochu Zhang , Xiaohui Zhang , Kritika Singh , Yatharth Saraf , Geoffrey Zweig


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