Retrofitting: take word vectors from a distributional semantics model and fit them to WordNet hierarchy (synonym, hyper-/hyponym) while not changing them too much.
Fried & Duh (2015)[1]: incorporate WordNet into training, cosine distance is aligned with path-based distance.