We can only retrofit the embeddings of authors in the training set D train , since we need information about the class label in order to construct Ω.
the retrofitting process changes the configuration of the embedding space (intoD train ), so a separating hyperplane learned onD train will not be applicable to a test set D test in the original embedding space.