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Improving Streaming Transformer Based ASR Under a Framework of Self-Supervised Learning

Improving Streaming Transformer Based ASR Under a Framework of Self-Supervised Learning

Recently self-supervised learning has emerged as an effective approach to improve the performance of automatic speech recognition (ASR).Under such a framework, the neural network is usually pre-trained with massive unlabeled data and then fine-tuned with limited labeled data.However, the nonstreaming architecture like bidirectional transformer is usually adopted by the neural …