Papers by Yubei Xiao

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Papers by Yubei Xiao

Findings

2021.findings-emnlp

BERT
end-to-end trainable framework
Representation Aggregation Module
acoustic and linguistic representation
Embedding Attention Module
representation learning
high-resource language data
low-resource speech recognition
representation discrepancy of speech and text
catastrophic forgetting problem

2021

Semantic Text Processing

1 papers

Wav-BERT: Cooperative Acoustic and Linguistic Representation Learning for Low-Resource Speech Recognition (2021.findings-emnlp)

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Guolin Zheng, Yubei Xiao, Ke Gong, Pan Zhou, Xiaodan Liang, Liang Lin

Semantic Text Processing

Challenge:	Existing methods to learn the transfer from speech to text are unexplored . how to solve the representation discrepancy of speech and text is unexplorable .
Approach:	They propose a cooperative acoustic and linguistic representation learning method to fuse and utilize contextual information of speech and text.
Outcome:	The proposed method outperforms existing methods on low-resource speech recognition.

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