To the best of our knowledge, attr2vec is the first model that incorporates syntactic dependency relations in a co-occurrence counts based model (such as GloVe).
we associate with each variable v ∈ V a bias term b v ∈ R and a latent factor vector f v ∈ R d , where the dimensionality d of the latent factor space is a hyperparameter of the model.