Neural Domain Adaptation or Chinese Word Segmentation

被引:0
|
作者
Bao, Zuyi [1 ]
Li, Si [1 ]
Xu, Weiran [1 ]
Gao, Sheng [1 ]
机构
[1] Beijing Univ Posts & Telecommun, Beijing, Peoples R China
基金
中国国家自然科学基金; 北京市自然科学基金;
关键词
Chinese word segmentation; domain adaptation; neural network;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The state-of-the-art Chinese word segmentation systems obtain high accuracy in domains like newswire but suffer a significant performance degradation when they are used in other domains such as patents and literature. In this paper, we propose a neural domain adaptation approach which works through cross-domain embeddings and uses unlabeled target domain data to improve the cross-domain performance. Experiment results show that the proposed method achieves competitive performance with previous Chinese word segmentation domain adaptation methods.
引用
收藏
页码:131 / 134
页数:4
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