Semantic Querying of News Articles With Natural Language Questions

被引:0
|
作者
Tuan-Dung Cao [1 ]
Quang-Minh Nguyen [1 ]
机构
[1] Hanoi Univ Sci & Technol, Hanoi, Vietnam
关键词
Information Retrieval; Natural Language Interface; Question Answering; Semantic Web; SPARQL; Web News Aggregator; LINKED DATA;
D O I
10.4018/JITR.2021070103
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The heterogeneity and the increasing amount of the news published on the web create challenges in accessing them. In the authors' previous studies, they introduced a semantic web-based sports news aggregation system called BKSport, which manages to generate metadata for every news item. Providing an intuitive and expressive way to retrieve information and exploiting the advantages of semantic search technique is within their consideration. In this paper, they propose a method to transform natural language questions into SPARQL queries, which could be applied to existing semantic data. This method is mainly based on the following tasks: the construction of a semantic model representing a question, detection of ontology vocabularies and knowledge base elements in question, and their mapping to generate a query. Experiments are performed on a set of questions belonging to various categories, and the results show that the proposed method provides high precision.
引用
收藏
页码:38 / 57
页数:20
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