Kaggle Chief Data Scientist, Word2Vec “is a really, really, really big deal”
kaggle.com
kaggle.com
For instance, you can train something like LDA on the contexts that words appear in. Also I've seen a system that uses a neural net to generate a 16,000-bit vector and very interesting things happen when you use AND and OR.