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History Question Classification and Representation for Chinese Gaokao

Abstract: 

In this paper, we propose a question representation based on entity labeling and question classification for a automatic question answering system of Chinese Gaokao history question. A CRF model is used for the entity labeling and SVM/CNN/LSTM models are tested for question classification. Our experiments show that CRF model provides a high performance when used to label informative entities out while neural networks has a promising performance for the question classification task. With both entity labeling and question classification models of high performance, we can provide the KB-based question answering system with a question representation of high reliability. Then the question answering system can do more good work depending on the key information our models provide.

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Paper Details

Authors:
Ke Yu, Qiuzhi Liu, Yuqing Zheng, Tiejun Zhao, Dequan Zheng
Submitted On:
21 November 2016 - 9:27pm
Short Link:
Type:
Poster
Event:
Presenter's Name:
Ke Yu
Paper Code:
80
Document Year:
2016
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[1] Ke Yu, Qiuzhi Liu, Yuqing Zheng, Tiejun Zhao, Dequan Zheng, "History Question Classification and Representation for Chinese Gaokao", IEEE SigPort, 2016. [Online]. Available: http://sigport.org/1283. Accessed: Apr. 25, 2019.
@article{1283-16,
url = {http://sigport.org/1283},
author = {Ke Yu; Qiuzhi Liu; Yuqing Zheng; Tiejun Zhao; Dequan Zheng },
publisher = {IEEE SigPort},
title = {History Question Classification and Representation for Chinese Gaokao},
year = {2016} }
TY - EJOUR
T1 - History Question Classification and Representation for Chinese Gaokao
AU - Ke Yu; Qiuzhi Liu; Yuqing Zheng; Tiejun Zhao; Dequan Zheng
PY - 2016
PB - IEEE SigPort
UR - http://sigport.org/1283
ER -
Ke Yu, Qiuzhi Liu, Yuqing Zheng, Tiejun Zhao, Dequan Zheng. (2016). History Question Classification and Representation for Chinese Gaokao. IEEE SigPort. http://sigport.org/1283
Ke Yu, Qiuzhi Liu, Yuqing Zheng, Tiejun Zhao, Dequan Zheng, 2016. History Question Classification and Representation for Chinese Gaokao. Available at: http://sigport.org/1283.
Ke Yu, Qiuzhi Liu, Yuqing Zheng, Tiejun Zhao, Dequan Zheng. (2016). "History Question Classification and Representation for Chinese Gaokao." Web.
1. Ke Yu, Qiuzhi Liu, Yuqing Zheng, Tiejun Zhao, Dequan Zheng. History Question Classification and Representation for Chinese Gaokao [Internet]. IEEE SigPort; 2016. Available from : http://sigport.org/1283