Is it possible to use word2Vec to derive hyperonymy (hyponymy or ISA relation)? It's easy to have hyperonymy in WordNet, e.g. to know that "tea" is a case of "beverage". Is it possible to use word2Vec in this way?
A paper entitled "Dependency-Based Word Embeddings" found that word embeddings that defined context using dependency-based parsing generated cohyponyms. For example, "florida" was embedding near  "texas", "louisiana", "georgia", "california", and "carolina".