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LETOR 3   - A package of benchmark data sets for research on LEarning TO Rank (version 3)
LETOR 4   - A package of benchmark data sets for research on LEarning TO Rank (version 4)
Microsoft Learning to Rank Data Sets   - Unlike LETOR datasets, they contain relevance judgments for as much as 30K queries.