In this paper, we present an approach to building
neural representations of the Wikipedia category graph. We test
four different methods and examine the neural embeddings in
terms of preservation of graphs edges, neighborhood coverage in
representation space, and their influence on the results of a task
predicting parent of two categories. The main contribution of
this paper is application of neural representations for improving
the...