Automating the expansion of a knowledge graph

作者:

Highlights:

• An auto-growing knowledge graph is proposed.

• The graph expands a common sense knowledge base by crawling the news and social media.

• The multilingual BERT model to extract new relationships is fine-tuned.

• New relationships are integrated into the knowledge graph.

• The proposed PolarisX deals with neologisms and does not have language dependencies.

摘要

•An auto-growing knowledge graph is proposed.•The graph expands a common sense knowledge base by crawling the news and social media.•The multilingual BERT model to extract new relationships is fine-tuned.•New relationships are integrated into the knowledge graph.•The proposed PolarisX deals with neologisms and does not have language dependencies.

论文关键词:Auto expansion,Knowledge graph,Neologisms,Semantic analysis,Multilingual BERT model

论文评审过程:Received 5 October 2018, Revised 18 September 2019, Accepted 18 September 2019, Available online 19 September 2019, Version of Record 26 September 2019.

论文官网地址:https://doi.org/10.1016/j.eswa.2019.112965