Concept
Future research direction
(i) Combining logical rules which contain rich background information and KG triples in a unified KG completion framework, e.g. jointly embedding KGs and logical rules
(ii) Recent embedding models for KG completion hold a closed-world assumption where the KGs are fixed (i.e. new entities might not be added easily), therefore it would be worth exploring open-world KG completion models to connect unseen entities to the existing KGs.
(iii) Investigating efficient approaches which can be applied to large-scale KGs of millions of entities and relation
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Updated 2022-08-21
Tags
Science
Deep Learning (in Machine learning)
Data Science