Is it possible to use word2Vec to derive hyperonymy (hyponymy or ISA relation)?
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".