AliMe KG: Domain Knowledge Graph Construction and Application in E-commerce

被引:44
作者
Li, Feng-Lin [1 ]
Chen, Hehong [1 ]
Xu, Guohai [1 ]
Qiu, Tian [1 ]
Ji, Feng [1 ]
Zhang, Ji [1 ]
Chen, Haiqing [1 ]
机构
[1] Alibaba Grp, Hangzhou, Peoples R China
来源
CIKM '20: PROCEEDINGS OF THE 29TH ACM INTERNATIONAL CONFERENCE ON INFORMATION & KNOWLEDGE MANAGEMENT | 2020年
关键词
E-commerce; Pre-Sales Customer Service; Domain Knowledge Graph;
D O I
10.1145/3340531.3412685
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Pre-sales customer service is of importance to E-commerce platforms as it contributes to optimizing customers' buying process. To better serve users, we propose AliMe KG, a domain knowledge graph in E-commerce that captures user problems, points of interests (POI), item information and relations thereof. It helps to understand user needs, answer pre-sales questions and generate explanation texts. We applied AliMe KG to several online business scenarios such as shopping guide, question answering over properties and recommendation reason generation, and gained positive results. In the paper, we systematically introduce how we construct domain knowledge graph from free text, and demonstrate its business value with several applications. Our experience shows that mining structured knowledge from free text in vertical domain is practicable, and can be of substantial value in industrial settings.
引用
收藏
页码:2581 / 2588
页数:8
相关论文
共 25 条
[1]   DBpedia: A nucleus for a web of open data [J].
Auer, Soeren ;
Bizer, Christian ;
Kobilarov, Georgi ;
Lehmann, Jens ;
Cyganiak, Richard ;
Ives, Zachary .
SEMANTIC WEB, PROCEEDINGS, 2007, 4825 :722-+
[2]  
Bollacker K., 2008, Freebase: A collaboratively created, P1247
[3]  
Cheng H T, 2016, P 1 WORKSHOP DEEP LE, P7, DOI DOI 10.1145/2988450.2988454
[4]  
Devlin J, 2019, 2019 CONFERENCE OF THE NORTH AMERICAN CHAPTER OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS: HUMAN LANGUAGE TECHNOLOGIES (NAACL HLT 2019), VOL. 1, P4171
[5]   A 500-MS/s 8-b Low Power High Speed Asynchronous SAR ADC in 40-nm CMOS [J].
Ding, Bowen ;
Miao, Peng ;
Li, Fei .
2019 5TH INTERNATIONAL CONFERENCE ON FRONTIERS OF SIGNAL PROCESSING (ICFSP 2019), 2019, :136-140
[6]  
Huang Zhiheng, 2015, Bidirectional LSTM-CRF models for sequence tagging
[7]   AliMe Assist: An Intelligent Assistant for Creating an Innovative E-commerce Experience [J].
Li, Feng-Lin ;
Qiu, Minghui ;
Chen, Haiqing ;
Wang, Xiongwei ;
Gao, Xing ;
Huang, Jun ;
Ren, Juwei ;
Zhao, Zhongzhou ;
Zhao, Weipeng ;
Wang, Lei ;
Jin, Guwei ;
Chu, Wei .
CIKM'17: PROCEEDINGS OF THE 2017 ACM CONFERENCE ON INFORMATION AND KNOWLEDGE MANAGEMENT, 2017, :2495-2498
[8]  
Li J., 2020, IEEE T KNOWL DATA EN, V34, P50, DOI [10.1109/TKDE.2020.2981314, DOI 10.1109/TKDE.2020.2981314]
[9]  
Liu Weijie, 2019, ARXIV190907606
[10]  
Luo Xusheng, 2020, ARXIV200313230