Title :
Investigating automatic assessment of reading comprehension in young children
Author :
Gerosa, M. ; Narayanan, Shrikanth
Author_Institution :
FBK-Irst Centro per la Ricerca Scientifica e Tecnol., Trento
fDate :
March 31 2008-April 4 2008
Abstract :
This paper describes a preliminary investigation into automatic assessment of reading comprehension in young children. In particular we studied the feasibility of automatic scoring of answers to open-ended questions related to the contents of a passage read by a child. Data from 70 children in grades 1 and 2 were used in this work. An automatic speech recognition system, especially trained for children´s speech, was used for tracking the read passage, and two methods for automatic assessment were tested and compared with scores assigned by elementary school teachers. Automatic assessment showed a high kappa statistics agreement with evaluation scores obtained from teachers´ scores, K=0.62, comparable to the inter-teacher agreement, K=0.64.
Keywords :
speech recognition; statistical analysis; automatic speech recognition system; children speech; young children reading comprehension; Automatic speech recognition; Automatic testing; Decoding; Educational institutions; Investments; Microphones; Natural languages; Statistics; System testing; Automatic Speech Recognition; Children’s speech; Literacy assessment; Reading comprehension;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2008. ICASSP 2008. IEEE International Conference on
Conference_Location :
Las Vegas, NV
Print_ISBN :
978-1-4244-1483-3
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2008.4518795