ReaDirect: An AI-Based Oral Reading and Comprehension Learning-Support Intervention Using Automatic Speech Recognition

This study developed and evaluated ReaDirect, an automatic speech recognition (ASR)-assisted oral reading and comprehension intervention aligned with the Philippine Department of Education ARAL Program. Thirty High Emerging Readers participated at one public elementary school: 10 Grade 1 learners in a feasibility component and 20 Grade 3 learners randomly assigned to experimental and control groups. The intervention combined a diagnostic assessment, six structured lessons, a final assessment, bounded feedback, and teacher monitoring. All Grade 1 learners completed the sequence, although eight required additional navigational assistance. In Grade 3, baseline-adjusted official English CRLA posttest results favored the experimental group for correct words, reading rate, and comprehension after Holm adjustment. Technical records showed reduced speech-recognition error rates and 88 passing targeted software tests. Findings support supervised supplementary use, but the small single-school sample and remaining technical validation gaps limit generalization. This preprint is a condensed report of the authors’ 2026 undergraduate thesis at Laguna State Polytechnic University. Each intervention learner completed one supervised ReaDirect session.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-02
DOI
https://doi.org/10.5281/zenodo.23884537
Primary Topic
Reading and Literacy Development
Type
preprint
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preprint

ReaDirect: An AI-Based Oral Reading and Comprehension Learning-Support Intervention Using Automatic Speech Recognition

Jerick Estrada Mendez, Victor Pambuan De Mesa Jr., Nick Narry Sofer Mendoza
1 links
Zenodo (CERN European Organization for Nuclear Research)
Reading and Literacy Development
preprint

ReaDirect: An AI-Based Oral Reading and Comprehension Learning-Support Intervention Using Automatic Speech Recognition

Jerick Estrada Mendez, Victor Pambuan De Mesa Jr., Nick Narry Sofer Mendoza
preprint en

Abstract

This study developed and evaluated ReaDirect, an automatic speech recognition (ASR)-assisted oral reading and comprehension intervention aligned with the Philippine Department of Education ARAL Program. Thirty High Emerging Readers participated at one public elementary school: 10 Grade 1 learners in a feasibility component and 20 Grade 3 learners randomly assigned to experimental and control groups. The intervention combined a diagnostic assessment, six structured lessons, a final assessment, bounded feedback, and teacher monitoring. All Grade 1 learners completed the sequence, although eight required additional navigational assistance. In Grade 3, baseline-adjusted official English CRLA posttest results favored the experimental group for correct words, reading rate, and comprehension after Holm adjustment. Technical records showed reduced speech-recognition error rates and 88 passing targeted software tests. Findings support supervised supplementary use, but the small single-school sample and remaining technical validation gaps limit generalization. This preprint is a condensed report of the authors’ 2026 undergraduate thesis at Laguna State Polytechnic University. Each intervention learner completed one supervised ReaDirect session.

Zenodo (CERN European Organization for Nuclear Research)
Laguna State Polytechnic University (PH)
Quality education
Reading and Literacy Development
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