1. A method comprising: processing, using a processor, a user query received to identify a set of documents relevant to a user query by comparing the parameters gathered from the user query with a database of documents; receiving, using the processor, the set of documents for ranking, performing, using the processor, an initial ranking on the received documents, each of the documents assigned an initial ranking from a set of rankings, creating, using the processor, a plurality of document pairs from the received documents based on a vector of features that includes a frequency of a term in each document of the set of documents and a length of each document of the set of documents, each document pair including two documents having two different ranks, each rank pair comprising two different ranks of different integer values, generating, using the processor, at least two subsets of the plurality of document pairs, each subset corresponding to a different rank pair, each rank pair comprising two ranks of different ranking values corresponding to respective different ranks; generating, using the processor, multiple hyperplanes comprising multiple base rankers for each rank pair, wherein each base ranker of the multiple base rankers is a single hyperplane including a linear ranking model trained for a particular rank pair using a ranking support vector machine that ranks the documents in each subset, wherein the generating creates a base ranker for each rank pair; and ranking, using the processor, the document pairs within each of the at least two subsets using the base ranker associated with each rank pair; and aggregating, using the processor, the multiple hyperplanes into an ensemble of base rankers comprising the base rankers for each rank pair, and producing, from the ensemble of base rankers, a ranking list that ranks the documents in the set of documents; and creating, using the processor, base rankers only for adjacent rank pairs, each adjacent rank pair comprised of rankings of integer values that directly follow one another in sequence.