Shameem Parambath

Popularity Agnostic Evaluation of Knowledge Graph Embeddings

In this paper, we show that the distribution of entities and relations in common knowledge graphs is highly skewed, with some entities and relations being much more popular than the rest. We show that while knowledge graph embedding models give state-of-the-art performance in many relational learnin…