If you were doing text analytics in 2015, you were probably using word2vec. Sense2vec (Trask et. al, 2015) is a new twist on word2vec that lets you learn more interesting, detailed and context-sensitive word vectors. This post motivates the idea, explains our implementation, and comes with an interactive demo that we’ve found surprisingly addictive. Polysemy: the problem with word2vec When humans
![Sense2vec with spaCy and Gensim](https://cdn-ak-scissors.b.st-hatena.com/image/square/d87f757a1108973dd2dbe240701a87b89f6100c6/height=288;version=1;width=512/https%3A%2F%2Fexplosion.ai%2Fblog%2Fsense2vec_social.jpg)