For those who don't know, this article is by Sebastian Ruder, who has a great blog [1]. His posts are often pretty deep dives of a particular area of interest within Natural Language Processing. A favorite of mine from last year gave a summary of the state-of-the-art in "Word Embeddings" [2], which I would recommend for anyone interested in the field.