Technical Program

Paper Detail

Presentation #8
Session:Corpora and Evaluation Methodologies
Location:Kallirhoe Hall
Session Time:Wednesday, December 19, 13:30 - 15:30
Presentation Time:Wednesday, December 19, 13:30 - 15:30
Presentation: Poster
Topic: Evaluation methodologies: Educational:
Paper Title: Evaluating On-device ASR on Field Recordings from an Interactive Reading Companion
Authors: Anastassia Loukina, Nitin Madnani, Beata Beigman Klebanov, Abhinav Misra, Educational Testing Service, United States; Georgi Angelov, Astea Solutions, Bulgaria; Ognjen Todic, Keen Research, United States
Abstract: Many applications designed to assess and improve oral reading fluency use automated speech recognition (ASR) to provide feedback to students, teachers, and parents. Most such applications rely on a distributed architecture with the speech recognition component located in the cloud. For interactive applications, this approach requires a reliable Internet connection that may not always be available. We investigate whether on-device ASR can be used for a virtual reading companion using recordings obtained from children both in a controlled environment and in the field. Our limited evaluation makes us cautiously optimistic about the feasibility of using on-device ASR for our application.