We also experimented  with Glove (Pennington et al., 2014), which has more vocabulary coverage than word2vec -Glove covers 89.77% of our vocabulary items, whereas word2vec covers 85.66%.
glove did not perform well giving F 1 score of 86% in the standard discrimination task.