Evaluating and improving real-time tracking of children’s oral reading - Robotics Institute Carnegie Mellon University

Evaluating and improving real-time tracking of children’s oral reading

Yuanpeng Li and Jack Mostow
Conference Paper, Proceedings of 25th International FLAIRS Conference, May, 2012

Abstract

The accuracy of an automated reading tutor in tracking the reader’s position is affected by phenomena at the frontier of the speech recognizer’s output as it evolves in real time. We define metrics of real-time tracking accuracy computed from the recognizer’s successive partial hypotheses, in contrast to previous metrics computed from the final hypothesis. We analyze the resulting considerable loss in real-time accuracy, and propose and evaluate a method to address it. Our method raises real-time accuracy from 58% to 70%, which should improve the quality of the tutor’s feedback.

BibTeX

@conference{Li-2012-122064,
author = {Yuanpeng Li and Jack Mostow},
title = {Evaluating and improving real-time tracking of children’s oral reading},
booktitle = {Proceedings of 25th International FLAIRS Conference},
year = {2012},
month = {May},
}