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Improving Data Driven Inverse Text Normalization using Data Augmentation


Jul 20, 2022
Laxmi Pandey, Debjyoti Paul, Pooja Chitkara, Yutong Pang, Xuedong Zhang, Kjell Schubert, Mark Chou, Shu Liu, Yatharth Saraf


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Scaling ASR Improves Zero and Few Shot Learning


Nov 29, 2021
Alex Xiao, Weiyi Zheng, Gil Keren, Duc Le, Frank Zhang, Christian Fuegen, Ozlem Kalinli, Yatharth Saraf, Abdelrahman Mohamed


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XLS-R: Self-supervised Cross-lingual Speech Representation Learning at Scale


Nov 19, 2021
Arun Babu, Changhan Wang, Andros Tjandra, Kushal Lakhotia, Qiantong Xu, Naman Goyal, Kritika Singh, Patrick von Platen, Yatharth Saraf, Juan Pino, Alexei Baevski, Alexis Conneau, Michael Auli


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Towards Measuring Fairness in Speech Recognition: Casual Conversations Dataset Transcriptions


Nov 18, 2021
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


Nov 10, 2021
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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Accent-Robust Automatic Speech Recognition Using Supervised and Unsupervised Wav2vec Embeddings


Oct 08, 2021
Jialu Li, Vimal Manohar, Pooja Chitkara, Andros Tjandra, Michael Picheny, Frank Zhang, Xiaohui Zhang, Yatharth Saraf

* Submitted to ICASSP 2022 

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