南方科技大学知识苑(SUSTech KC): Find a Reasonable Ending for Stories: Does Logic Relation Help the Story Cloze Test?

题名	Find a Reasonable Ending for Stories: Does Logic Relation Help the Story Cloze Test?
作者	Shang, Mingyue 1; Fu, Zhenxin 1; Yin, Hongzhi 2; Tang, Bo4 ; Zhao, Dongyan 1,3; Yan, Rui 1,3
通讯作者	Yan, Rui
发表日期	2019
会议录名称	THIRTY-THIRD AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE / THIRTY-FIRST INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE / NINTH AAAI SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCE
页码	10031-10032
出版地	2275 E BAYSHORE RD, STE 160, PALO ALTO, CA 94303 USA
出版者	ASSOC ADVANCEMENT ARTIFICIAL INTELLIGENCE
摘要	Natural language understanding is a challenging problem that covers a wide range of tasks. While previous methods generally train each task separately, we consider combining the cross-task features to enhance the task performance. In this paper, we incorporate the logic information with the help of the Natural Language Inference (NLI) task to the Story Cloze Test (SCT). Previous work on SCT considered various semantic information, such as sentiment and topic, but lack the logic information between sentences which is an essential element of stories. Thus we propose to extract the logic information during the course of the story to improve the understanding of the whole story. The logic information is modeled with the help of the NLI task. Experimental results prove the strength of the logic information.
学校署名	其他
语种	英语
相关链接	[来源记录]
收录类别	CPCI-S ; EI
资助项目	NSFC[61672058] ; NSFC[61876196]
WOS研究方向	Computer Science ; Engineering
WOS类目	Computer Science, Artificial Intelligence ; Computer Science, Theory & Methods ; Engineering, Electrical & Electronic
WOS记录号	WOS:000486572504153
EI入藏号	20203509101318
EI主题词	Artificial intelligence ; Computer circuits
EI分类号	Computer Circuits:721.3 ; Artificial Intelligence:723.4
来源库	Web of Science
引用统计	被引频次[WOS]：1
成果类型	会议论文
条目标识符	http://sustech.caswiz.com/handle/2SGJ60CL/42219
专题	南方科技大学工学院_计算机科学与工程系
作者单位	1.Peking Univ, Inst Comp Sci & Technol, Beijing, Peoples R China 2.Univ Queensland, Brisbane, Qld, Australia 3.Peking Univ, Ctr Data Sci, Beijing, Peoples R China 4.Southern Univ Sci & Technol, Shenzhen, Peoples R China
推荐引用方式 GB/T 7714	Shang, Mingyue,Fu, Zhenxin,Yin, Hongzhi,et al. Find a Reasonable Ending for Stories: Does Logic Relation Help the Story Cloze Test?[C]. 2275 E BAYSHORE RD, STE 160, PALO ALTO, CA 94303 USA:ASSOC ADVANCEMENT ARTIFICIAL INTELLIGENCE,2019:10031-10032.