19. A computer-readable storage device having instructions stored which, when executed by a computing device, cause the computing device to perform operations comprising: performing automatic speech recognition using a bootstrap model on utterances of a plurality of utterance data not having a corresponding manual transcription to produce automatically transcribed utterances, wherein the bootstrap model is based on text data mined from a website relevant to a specific domain; training a model using manually transcribed data and the automatically transcribed utterances; selecting, based on a geometrically computed n-tuple confidence score, for manual transcription, a predetermined number of utterances, from the utterance data, not having a corresponding manual transcription to yield new manually transcribed data; receiving the new manually transcribed data; and permitting labeling of one of the automatically transcribed utterances and one of the new manually transcribed data and the manually transcribed data.
19. A computer-readable storage device having instructions stored which, when executed by a computing device, cause the computing device to perform operations comprising: performing automatic speech recognition using a bootstrap model on utterances of a plurality of utterance data not having a corresponding manual transcription to produce automatically transcribed utterances, wherein the bootstrap model is based on text data mined from a website relevant to a specific domain; training a model using manually transcribed data and the automatically transcribed utterances; selecting, based on a geometrically computed n-tuple confidence score, for manual transcription, a predetermined number of utterances, from the utterance data, not having a corresponding manual transcription to yield new manually transcribed data; receiving the new manually transcribed data; and permitting labeling of one of the automatically transcribed utterances and one of the new manually transcribed data and the manually transcribed data. 21. The computer-readable storage device of claim 19 , wherein permitting labeling one of the automatically transcribed data one of the manually transcribed data further comprises: permitting labeling one of the automatically transcribed data and one of the manually transcribed data after word accuracy of the automatic speech recognition converges.