Both dict2vec and retrofitting improve with regards to word2vec on similarity benchmarks and seem roughly on par.
dict2vec fails to improve on relatedness benchmarks, whereas retrofitting sometimes improves (as in RG, MEN, and MT), sometimes equals (SCWS) and does worse (353).