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

0

1

Updated 2022-08-21

Tags

Science

Deep Learning (in Machine learning)

Data Science