We demonstrate a novel and robust approach for the problem of identifying relations between pairs of concepts. We focus on identifying relations that are essential to supporting textual inference: determining whether two concepts hold the ancestor relation or whether they are siblings. Our method makes use of Wikipedia as a main source for background knowledge.