1. A method comprising: receiving speech recognition output associated with speech from a user; receiving an error model characterizing how automatic speech recognition transcription errors are made; generating, via a processor, guesses of a true transcription based on an error model-based algorithm; and generating a personalized user model associated with a user voiceprint of the user based on the guesses of the true transcription.