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A method, a processing device, and a machine-readable medium are provided for improving speech processing. A transcript associated with the speech processing may be displayed to a user with a first visual indication of words having a confidence level within a first predetermined confidence range. An error correction facility may be provided for the user to correct errors in the displayed transcript. Error correction information, collected from use of the error correction facility, may be provided to a speech processing module to improve speech processing accuracy.