word2vec Explained: deriving Mikolov et al.'s negative-sampling word-embedding method

Yoav Goldberg, Omer Levy

The word2vec software of Tomas Mikolov and colleagues (https://code.google.com/p/word2vec/ ) has gained a lot of traction lately, and provides state-of-the-art word embeddings. The…