Learning bi-utterance for multi-turn response selection in retrieval-based chatbots

doi:10.1177/1729881419841930

	Learning bi-utterance for multi-turn response selection in retrieval-based chatbots
	Wang, Shuliang 1,2; Li, Dapeng 1; Geng, Jing 1,2; Yang, Longxing 3; Dai, Tianru 1
	2019-04-16
发表期刊	INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS
ISSN	1729-8814
卷号	16 期号:2 页码:10
摘要	Multi-turn response selection is essential to retrieval-based chatbots. The task requires multi-turn response selection model to match a response candidate with a conversation context. Existing methods may lose relationship features in the context. In this article, we propose an improved method that extends the learning granularity of the multi-turn response selection model to enhance the model's ability to learn relationship features of utterances in the context, which is a key to understand a conversation context for multi-turn response selection in retrieval-based chatbots. The experimental results show that our proposed method significantly improves sequential matching network for multi-turn response selection in retrieval-based chatbots.
关键词	Learning bi-utterance dialogue system deep learning information retrieval
DOI	10.1177/1729881419841930
收录类别	SCI
语种	英语
资助项目	National Key Research and Development Program of China[2016YFB0502600] ; Beijing Municipal Science and Technology Project[BJMSJY-170167] ; Open Fund of Key Laboratory for National Geographic Census and Monitoring, National Administration of Surveying, Mapping and Geoformation[2017NGCMZD03]
WOS研究方向	Robotics
WOS类目	Robotics
WOS记录号	WOS:000465136700001
出版者	SAGE PUBLICATIONS INC
引用统计
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/4268
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Li, Dapeng; Geng, Jing
作者单位	1.Beijing Inst Technol, Sch Comp Sci & Technol, 5 South St, Beijing, Peoples R China 2.Beijing Inst Technol, Acad E Govt, Beijing, Peoples R China 3.Chinese Acad Sci, Inst Comp Technol, Beijing, Peoples R China
推荐引用方式 GB/T 7714	Wang, Shuliang,Li, Dapeng,Geng, Jing,et al. Learning bi-utterance for multi-turn response selection in retrieval-based chatbots[J]. INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS,2019,16(2):10.
APA	Wang, Shuliang,Li, Dapeng,Geng, Jing,Yang, Longxing,&Dai, Tianru.(2019).Learning bi-utterance for multi-turn response selection in retrieval-based chatbots.INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS,16(2),10.
MLA	Wang, Shuliang,et al."Learning bi-utterance for multi-turn response selection in retrieval-based chatbots".INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS 16.2(2019):10.