Recent trends (Tsvetkov et al., 2015) and (Tsvetkov et al., 2016) have suggested that eval-uation methodologies such as word analogy and word similarity tasks may not be holistic.
embeddings generated by our approach should be evaluated by plugging into end-level tasks such as machine translation, POS tagging etc.