Why would wod2vec be superior to NLTK? NLTK is not just used for teaching purposes, it's widely regarded as one of the best open source libraries for NLP. The model uses NLTK, yes, but NLTK is a massive library. It specifically uses the Vader Sentiment trained model which is an amazing source of data with thousands and thousands of data points.