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Rich Punctuations Prediction Using Large-scale Deep Learning

Abstract: 

Punctuation plays an important role in language processing. However, automatic speech recognition systems only output plain word sequences. It is then of interest to predict punctuations on plain word sequences. Previous works have focused on using lexical features or prosodic cues captured from small corpus to predict simple punctuations. Compared with simple punctuations, rich punctuations provide more meaningful
information and are more difficult to predict. In this paper, a multi-view LSTM model is proposed to predict rich punctuations on large-scale corpora. In particular, predictions on both in-domain and out-of-domain datasets are investigated. Experiments showed that LSTM can significantly outperform the traditional CRF-based model. Moreover, large-scale corpora are proved to bring large progress, and introducing POS tags and Chunking information in a multi-view structure improves performance of LSTM model on small corpus.

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Paper Details

Authors:
Xueyang Wu, Su Zhu, Yue Wu, and Kai Yu
Submitted On:
14 October 2016 - 2:50am
Short Link:
Type:
Poster
Event:
Presenter's Name:
Xueyang Wu
Paper Code:
ISCSLP1601
Document Year:
2016
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[1] Xueyang Wu, Su Zhu, Yue Wu, and Kai Yu, "Rich Punctuations Prediction Using Large-scale Deep Learning", IEEE SigPort, 2016. [Online]. Available: http://sigport.org/1181. Accessed: Sep. 27, 2020.
@article{1181-16,
url = {http://sigport.org/1181},
author = {Xueyang Wu; Su Zhu; Yue Wu; and Kai Yu },
publisher = {IEEE SigPort},
title = {Rich Punctuations Prediction Using Large-scale Deep Learning},
year = {2016} }
TY - EJOUR
T1 - Rich Punctuations Prediction Using Large-scale Deep Learning
AU - Xueyang Wu; Su Zhu; Yue Wu; and Kai Yu
PY - 2016
PB - IEEE SigPort
UR - http://sigport.org/1181
ER -
Xueyang Wu, Su Zhu, Yue Wu, and Kai Yu. (2016). Rich Punctuations Prediction Using Large-scale Deep Learning. IEEE SigPort. http://sigport.org/1181
Xueyang Wu, Su Zhu, Yue Wu, and Kai Yu, 2016. Rich Punctuations Prediction Using Large-scale Deep Learning. Available at: http://sigport.org/1181.
Xueyang Wu, Su Zhu, Yue Wu, and Kai Yu. (2016). "Rich Punctuations Prediction Using Large-scale Deep Learning." Web.
1. Xueyang Wu, Su Zhu, Yue Wu, and Kai Yu. Rich Punctuations Prediction Using Large-scale Deep Learning [Internet]. IEEE SigPort; 2016. Available from : http://sigport.org/1181