1. A computer-implemented recognition system, comprising: a constraints component for parsing input data, the constraints component interfaces to a probability space; an integration component for integrating application-dependent information into the constraints component for the recognition processing, the application-dependent information comprises embedded slot grammars specific to a user from an n-gram language model; and a microprocessor that executes instructions stored in a memory.