For embedding based methods (word2vec, GloVe, D-embedding 7 , and MWE 8 ), we follow previous work (Mikolov et al., 2013;Levy and Goldberg, 2014) and use the cosine similarity between embeddings of head and tail words to predict their relations.
• GloVe (Pennington et al., 2014), learning word embeddings by matrix decomposition on word co-occurrences.