SYSTEM AND METHOD OF SPEECH RECOGNITION TRAINING BASED ON CONFIRMED SPEAKER UTTERANCES
An interactive speech recognition training process and system is disclosed. A speech recognition process is applied to a received speaker utterance. Utterance data are matched by the system with data in a grammar database and the speaker is requested to confirm a determined match. If the system determines from the speaker's response that the match is not confirmed, a negative score is assigned to the utterance data. If the match is determined by the system to be confirmed, a positive score is assigned to the utterance data. Scores for a plurality of such speaker utterances are accumulated in a log file, the accumulated scores used to adjust acoustic models for the grammar database.
1 . A method comprising:
receiving a voice utterance from a user;
applying speech recognition processing to the received utterance for correlation with stored data representing one of a plurality of stored phrases;
identifying a stored one of the phrases as a potential match with the utterance;
requesting the user to confirm the match obtained in the identifying step;
receiving a response from the user;
applying speech recognition to the received response to determine whether the match has been confirmed; and
assigning a positive score to the utterance if the user confirms the match and a negative score to the utterance if the user does not confirm the match.
2 . A method as recited in claim 1 , further comprising:
storing the assigned score, correlated with the utterance, in a log.
3 . A method as recited in claim 2 , further comprising:
accumulating a plurality of utterance correlated scores in the log; and
adjusting an acoustic model in accordance with the accumulated scores.
4 . A method as recited in claim 3 , wherein the acoustic model provides a confidence level for speech recognition processing.
5 . A method as recited in claim 1 , further comprising:
prompting the user for a voice input prior to receiving the utterance.
6 . A method as recited in claim 1 , wherein the stored phrases represent interactive options.
7 . Apparatus comprising:
a grammar database configured to store data representing a plurality of phrases;
speech recognition logic coupled to the grammar database and configured to match a received utterance to one of the phrases;
an acoustic model database coupled to the speech recognition logic and configured to provide a level of confidence for matching by the speech recognition logic; and
a log comprising a history of matches made by the speech recognition logic;
wherein the log comprises data generated by the speech recognition logic.
8 . Apparatus as recited in claim 7 , wherein the history comprises records correlating with each match, respectively, a result indicating whether or not the match was confirmed.
9 . Apparatus as recited in claim 8 , wherein the acoustic model database is adjusted in accordance with the scores accumulated in the log.
10 . Apparatus as recited in claim 9 , wherein the utterance is a user's voice response to a prompt for a voice input.
11 . Apparatus as recited in claim 10 , wherein the result is based on input received from the user.
12 . Apparatus as recited in claim 10 , wherein the phrases represent interactive options.
13 . Apparatus as recited in claim 8 , wherein each log result comprises assignment of a positive score to the respective utterance if the match is confirmed and a negative score to the utterance if the match is not confirmed.
14 . A system comprising:
an interactive voice response unit configured to generate a prompt to a caller for a voice input;
a grammar database comprising data representations of a plurality of phrases;
speech recognition logic coupled to the interactive voice response unit and the grammar database, the speech recognition logic configured to match a received utterance to one of the phrases;
an acoustic model database coupled to the speech recognition logic and configured to provide a level of confidence for matching by the speech recognition logic; and
a log comprising a history of matches made by the speech recognition logic;
wherein the log comprises data generated by the speech recognition logic.
15 . A system as recited in claim 14 , wherein the system is administered by a telecommunication provider of subscriber services.
16 . Apparatus as recited in claim 15 , wherein the history comprises records correlating with each match, respectively, a result indicating whether or not the match was confirmed.
17 . Apparatus as recited in claim 14 , wherein each log result comprises assignment of a positive score to the respective utterance if the match is confirmed and a negative score to the utterance if the match is not confirmed.
18 . Apparatus as recited in claim 14 , wherein the utterance is a caller's voice response to a prompt by the interactive voice response unit for a voice input.
19 . Apparatus as recited in claim 18 , wherein the phrases represent interactive options.
20 . Apparatus as recited in claim 16 , wherein the result is based on input received from the user by the interactive voice response unit.