The main idea is to parse each sentence in the input corpus and to use the dependency tree to derive the co-occurrence count.
for a target word w with modifiers m 1 , ..., m o and a head h, we considered the dependency labels , where lbl is the type of the dependency relation between the head and the modifier and lbl −1 is used to mark the inverse relation.