EUROSPEECH 2003 - INTERSPEECH 2003
8th European Conference on Speech Communication and Technology

Geneva, Switzerland
September 1-4, 2003

        

Evaluating the Effect of Predicting Oral Reading Miscues

Satanjeev Banerjee, Joseph E. Beck, Jack Mostow

Carnegie Mellon University, USA

This paper extends and evaluates previously published methods for predicting likely miscues in children's oral reading in a Reading Tutor that listens. The goal is to improve the speech recognizer's ability to detect miscues but limit the number of "false alarms" (correctly read words misclassified as incorrect). The "rote" method listens for specific miscues from a training corpus. The "extrapolative" method generalizes to predict other miscues on other words. We construct and evaluate a scheme that combines our rote and extrapolative models. This combined approach reduced false alarms by 0.52% absolute (12% relative) while simultaneously improving miscue detection by 1.04% absolute (4.2% relative) over our existing miscue prediction scheme.

Full Paper

Bibliographic reference.  Banerjee, Satanjeev / Beck, Joseph E. / Mostow, Jack (2003): "Evaluating the effect of predicting oral reading miscues", In EUROSPEECH-2003, 3165-3168.