Proceedings:
Natural Language Processing
Volume
Issue:
Proceedings of the AAAI Conference on Artificial Intelligence, 12
Track:
Natural Language Applications
Downloads:
Abstract:
We report progress on a new approach to combatting illiteracy -- getting computers to listen to children read aloud. We describe a fully automated prototype coach for oral reading. It displays a story on the screen, listens as a child reads it, and decides whether and how to intervene. We report on pilot experiments with low-reading second graders to test whether these interventions are technically feasible to automate and pedagogically effective to perform. By adapting a continuous speech recognizer, we detected 49% of the misread words, with a false alarm rate under 4%. By incorporating the interventions in a simulated coach, we enabled the children to read and comprehend material at a reading level 0.6 years higher than what they could read on their own. We show how the prototype uses the recognizer to trigger these interventions automatically.
AAAI
Proceedings of the AAAI Conference on Artificial Intelligence, 12