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04/15/2023
A CTC Alignment-based Non-autoregressive Transformer for End-to-end Automatic Speech Recognition
Recently, end-to-end models have been widely used in automatic speech re...
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10/16/2022
Acoustic-aware Non-autoregressive Spell Correction with Mask Sample Decoding
Masked language model (MLM) has been widely used for understanding tasks...
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06/16/2022
DRAFT: A Novel Framework to Reduce Domain Shifting in Self-supervised Learning and Its Application to Children's ASR
Self-supervised learning (SSL) in the pretraining stage using un-annotat...
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02/24/2022
Towards Better Meta-Initialization with Task Augmentation for Kindergarten-aged Speech Recognition
Children's automatic speech recognition (ASR) is always difficult due to...
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02/19/2022
LPC Augment: An LPC-Based ASR Data Augmentation Algorithm for Low and Zero-Resource Children's Dialects
This paper proposes a novel linear prediction coding-based data aug-ment...
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06/18/2021
Low Resource German ASR with Untranscribed Data Spoken by Non-native Children – INTERSPEECH 2021 Shared Task SPAPL System
This paper describes the SPAPL system for the INTERSPEECH 2021 Challenge...
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06/18/2021
An Improved Single Step Non-autoregressive Transformer for Automatic Speech Recognition
Non-autoregressive mechanisms can significantly decrease inference time ...
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02/18/2021
Fundamental Frequency Feature Normalization and Data Augmentation for Child Speech Recognition
Automatic speech recognition (ASR) systems for young children are needed...
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02/12/2021
Bi-APC: Bidirectional Autoregressive Predictive Coding for Unsupervised Pre-training and Its Application to Children's ASR
We present a bidirectional unsupervised model pre-training (UPT) method ...
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10/28/2020
CASS-NAT: CTC Alignment-based Single Step Non-autoregressive Transformer for Speech Recognition
We propose a CTC alignment-based single step non-autoregressive transfor...
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08/08/2020
Exploring the Use of an Unsupervised Autoregressive Model as a Shared Encoder for Text-Dependent Speaker Verification
In this paper, we propose a novel way of addressing text-dependent autom...
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11/01/2019
Improving Generalization of Transformer for Speech Recognition with Parallel Schedule Sampling and Relative Positional Embedding
Transformer showed promising results in many sequence to sequence transf...
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11/13/2018