Chinese Short Text Classification with Mutual-Attention Convolutional Neural Networks

doi:10.1145/3388970

CORC > 自动化研究所 > 中国科学院自动化研究所 > 数字内容技术与服务研究中心 > 听觉模型与认知计算

	Chinese Short Text Classification with Mutual-Attention Convolutional Neural Networks
	Hao, Ming 2; Xu, Bo 3; Liang, Jing-Yi 4; Zhang, Bo-Wen 1; Yin, Xu-Cheng 2
刊名	ACM TRANSACTIONS ON ASIAN AND LOW-RESOURCE LANGUAGE INFORMATION PROCESSING
	2020-08-01
卷号	19 期号:5 页码:13
关键词	Short text classification word-level and character-level feature integration mutual-attention convolutional neural networks
ISSN号	2375-4699
DOI	10.1145/3388970
通讯作者	Yin, Xu-Cheng(xuchengyin@ustb.edu.cn)
英文摘要	The methods based on the combination of word-level and character-level features can effectively boost performance on Chinese short text classification. A lot of works concatenate two-level features with little processing, which leads to losing feature information. In this work, we propose a novel framework called Mutual-Attention Convolutional Neural Networks, which integrates word and character-level features without losing too much feature information. We first generate two matrices with aligned information of two-level features by multiplying word and character features with a trainable matrix. Then, we stack them as a three-dimensional tensor. Finally, we generate the integrated features using a convolutional neural network. Extensive experiments on six public datasets demonstrate improved performance of our new framework over current methods.
资助项目	Beijing University of Science and Technology Innovation Talents Fund Project
WOS研究方向	Computer Science
语种	英语
出版者	ASSOC COMPUTING MACHINERY
WOS记录号	WOS:000582617800001
资助机构	Beijing University of Science and Technology Innovation Talents Fund Project
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/42581]
专题	数字内容技术与服务研究中心_听觉模型与认知计算
通讯作者	Yin, Xu-Cheng
作者单位	1.Alibaba Grp, 699 Wangshang Rd, Hangzhou Shi 311121, Zhejiang, Peoples R China 2.Univ Sci & Technol Beijing, 30 Xueyuan Rd, Haidian Qu 100083, Beijing Shi, Peoples R China 3.Chinese Acad Sci, Inst Automat, Beijing 100091, Peoples R China 4.China Univ Geosci, 388 Lumo Rd, Wuhan Shi 430074, Hubei, Peoples R China
推荐引用方式 GB/T 7714	Hao, Ming,Xu, Bo,Liang, Jing-Yi,et al. Chinese Short Text Classification with Mutual-Attention Convolutional Neural Networks[J]. ACM TRANSACTIONS ON ASIAN AND LOW-RESOURCE LANGUAGE INFORMATION PROCESSING,2020,19(5):13.
APA	Hao, Ming,Xu, Bo,Liang, Jing-Yi,Zhang, Bo-Wen,&Yin, Xu-Cheng.(2020).Chinese Short Text Classification with Mutual-Attention Convolutional Neural Networks.ACM TRANSACTIONS ON ASIAN AND LOW-RESOURCE LANGUAGE INFORMATION PROCESSING,19(5),13.
MLA	Hao, Ming,et al."Chinese Short Text Classification with Mutual-Attention Convolutional Neural Networks".ACM TRANSACTIONS ON ASIAN AND LOW-RESOURCE LANGUAGE INFORMATION PROCESSING 19.5(2020):13.