From the Arxiv paper, multidimensional word vectors are used in natural language processing. However they can be many gigabytes in size making then cumbersome. This approach aims to solve that issue.

The wiki page on Word2vec seems helpful.

https://en.m.wikipedia.org/wiki/Word2vec