In order to create meaningful edges using training data as the only resource, we utilize the type co-occurrence matrix: if two type t 1 and t 2 both appear to be the true types of a particular entity mention, we will add an edge between them.
we are using the co-occurrence statistics to approximate the pair-wise dependencies and the co-occurrence matrix now serves as the adjacent matrix.