While some work focused on the representation of relations on the basis of triplets belonging to the KB [3] , other work proposed to enhance the distributed representation of words for representing their underlying concepts by taking into consideration the structure of the KB graph (e.g., concepts in the same category or their relationships with other concepts) <cite>[6,</cite> 18, 19] .