Crowd-Type: A Crowdsourcing-Based Tool for Type Completion in Knowledge Bases

被引:0
|
作者
Dong, Zhaoan [2 ,3 ]
Tu, Jianhong [2 ,3 ]
Fan, Ju [2 ,3 ]
Lu, Jiaheng [1 ,2 ,3 ]
Du, Xiaoyong [2 ,3 ]
Ling, Tok Wang [4 ]
机构
[1] Univ Helsinki, Dept Comp Sci, Helsinki, Finland
[2] Renmin Univ China, DEKE, MOE, Beijing, Peoples R China
[3] Renmin Univ China, Sch Informat, Beijing, Peoples R China
[4] Natl Univ Singapore, Sch Comp, Singapore, Singapore
来源
基金
芬兰科学院; 中国国家自然科学基金;
关键词
D O I
10.1007/978-3-030-01391-2_4
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Entity type completion in Knowledge Bases (KBs) is an important and challenging problem. In our recent work, we have proposed a hybrid framework which combines the human intelligence of crowdsourcing with automatic algorithms to address the problem. In this demo, we have implemented the framework in a crowdsourcing-based system, named Crowd-Type, for fine-grained type completion in KBs. In particular, Crowd-Type firstly employs automatic algorithms to select the most representative entities and assigns them to human workers, who will verify the types for assigned entities. Then, the system infers and determines the correct types for all entities utilizing both the results of crowdsourcing and machine-based algorithms. Our system gives a vivid demonstration to show how crowdsourcing significantly improves the performance of automatic type completion algorithms.
引用
收藏
页码:17 / 21
页数:5
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