One of the most important aspects of any Natural Language Processing is the representation of the words. This throws up a unique problem of how to represent words in vector form. Words are ambiguous and can have multiple, complex relationships with other words. Additionally, the number of words in the vocabulary of any given language is in hundreds of thousands of magnitude. One of the earliest attempts at word representation was made by WordNet, where each word was represented discretely and...