During the procedure of learning word representations from the context words in the sliding window, if the central word w k hits the category information, the corresponding optimization process of the metadata powered regularization function will be activated.
we maximize the weighted Euclidean distance between the representation of the central word and that of its similar words according to the objective function in Equation (5).