1. A method comprising: creating instance pairs from a set of documents; generating subsets of the instance pairs corresponding to rank pairs; constructing a base ranker for each rank pair; identifying ordering relationships between instances in the instance pairs; and aggregating ranks by creating a list of base rankers.