Distributional Models and Deep Learning Embeddings: Combining the Best of Both Worlds

Irina Sergienya, Hinrich Schütze

There are two main approaches to the distributed representation of words: low-dimensional deep learning embeddings and high-dimensional distributional models, in which each dimensi…