Joint entity and relation extraction based on a hybrid neural network

doi:10.1016/j.neucom.2016.12.075

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

	Joint entity and relation extraction based on a hybrid neural network
	Zheng, Suncong 1; Hao, Yuexing 1; Lu, Dongyuan 2; Bao, Hongyun1 ; Xu, Jiaming1 ; Hao, Hongwei 1; Xu, Bo 1,3
刊名	NEUROCOMPUTING
	2017-09-27
卷号	257 期号:000 页码:59-66
关键词	Neural Network Information Extraction Tagging Classification
DOI	10.1016/j.neucom.2016.12.075
文献子类	Article
英文摘要	Entity and relation extraction is a task that combines detecting entity mentions and recognizing entities' semantic relationships from unstructured text. We propose a hybrid neural network model to extract entities and their relationships without any handcrafted features. The hybrid neural network contains a novel bidirectional encoder-decoder LSTM module (BiLSTM-ED) for entity extraction and a CNN module for relation classification. The contextual information of entities obtained in BiLSTM-ED further pass though to CNN module to improve the relation classification. We conduct experiments on the public dataset ACE05 (Automatic Content Extraction program) to verify the effectiveness of our method. The method we proposed achieves the state-of-the-art results on entity and relation extraction task. (C) 2017 Elsevier B.V. All rights reserved.
WOS研究方向	Computer Science
语种	英语
WOS记录号	WOS:000404319800007
资助机构	National High Technology Research and Development Program of China (863 Program)(2015AA015402) ; Hundred Talents Program of Chinese Academy of Sciences(Y3S4011031) ; National Natural Science Foundation(71402178)
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/14343]
专题	数字内容技术与服务研究中心_听觉模型与认知计算
作者单位	1.Chinese Acad Sci, Digital Content Technol Res Ctr, Inst Automat, Beijing, Peoples R China 2.Univ Int Business & Econ, Sch Informat Technol & Management, Beijing, Peoples R China 3.Chinese Acad Sci, Ctr Excellence Brain Sci & Intelligence Technol, Beijing, Peoples R China
推荐引用方式 GB/T 7714	Zheng, Suncong,Hao, Yuexing,Lu, Dongyuan,et al. Joint entity and relation extraction based on a hybrid neural network[J]. NEUROCOMPUTING,2017,257(000):59-66.
APA	Zheng, Suncong.,Hao, Yuexing.,Lu, Dongyuan.,Bao, Hongyun.,Xu, Jiaming.,...&Xu, Bo.(2017).Joint entity and relation extraction based on a hybrid neural network.NEUROCOMPUTING,257(000),59-66.
MLA	Zheng, Suncong,et al."Joint entity and relation extraction based on a hybrid neural network".NEUROCOMPUTING 257.000(2017):59-66.