Assessing reading fluency in elementary grades: A machine learning approach

Assessing reading fluency in elementary grades: A machine learning approach

This study compares eleven widely used machine learning algorithms to identify the most accurate and comprehensive method for assessing children's reading fluency. Our fluency framework integrates three key dimensions: accuracy in word decoding, reading speed (words per minute), and prosody, wh...

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Bibliographic Details
Main Authors: Gabriel Candido da Silva, Rodrigo Lins Rodrigues, Américo N. Amorim, Lieny Jeon, Emilia X.S. Albuquerque, Vanessa C. Silva, Vinícius F. da Silva, André L.A. Pinheiro, João P.J.R. Nunes, Suzana X.M.G. de Souza, Maxsuel S. Silva, Igor Mauro, Alexandre Magno Andrade Maciel
Format: Article
Language:English
Published: Elsevier 2025-06-01
Series:Computers and Education: Artificial Intelligence
Subjects:
Reading fluency
Automatic speech recognition
Large-scale assessment
Natural language processing
Online Access:http://www.sciencedirect.com/science/article/pii/S2666920X25000517
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