Techniques for selecting a scoring mechanism from a plurality scoring mechanisms for processing queries are provided. The techniques comprise the steps of, for each scoring mechanism of multiple scoring mechanisms, determining, based on a query, multiple parameter values for the scoring mechanism, generating a score based on the multiple parameter values determined for the scoring mechanism, and selecting which scoring mechanism to use to process the query based on the score generated for each scoring system.