For example, researchers have developed measures of semantic distance between texts that apply distributional distances to concept vectors of frequencies rather than to word vectors (McCarthy 2000;Mohammad and Hirst 2006).
these approaches only make pairwise comparisions between the elements of the concept vectors, and do not take into account the important ontological relations among the concepts.