Instead, we mine the Web to automatically extract patterns (verbs, prepositions and coordinating conjunctions) expressing the relationship between the relation arguments, as well as hypernyms and co-hyponyms of the arguments, which we use in instance-based classifiers.
relational similarity focuses on the relationship between two pairs of words (or nominals, noun phrases), i.e., it asks how similar the relations A:B and C:D are.