Alibbaa': Jurnal Pendidikan Bahasa Arab
Special Issue 2026 Vol. 01 | Artificial Intelligence in Arabic Language Education: Pedagogy, Media,

Local Dialect Interference and AI-Based Arabic Speech Recognition: Evidence from Madurese Learners

Nasyithah, Indi Hulwun (Unknown)
Rahman, Habibur (Unknown)
Abdillah, Maulana (Unknown)



Article Info

Publish Date
17 May 2026

Abstract

This study investigates the influence of Madurese phonetic interference on the accuracy of AI-based Arabic Speech Recognition systems. The research focuses on vowel-shift deviations produced by Madurese native speakers in Arabic pronunciation and evaluates the performance of Google Speech-to-Text and OpenAI Whisper in recognizing dialect-influenced Arabic speech. Using a mixed-method approach, speech data were collected from 13 sixth-semester students of the Arabic Language Education Department at UIN Madura through direct voice recording involving isolated words, continuous Arabic sentences, and Qur’anic recitations. Acoustic observation using Praat identified systematic vowel shifts, particularly the transitions of /a/ to [e], /i/ to [e], and /u/ to [o], which generated acoustic variability in Arabic speech production. The findings reveal that OpenAI Whisper achieved higher recognition accuracy (84.0%) with a lower Word Error Rate (16.0%) compared to Google Speech-to-Text, which obtained an accuracy of 61.8% and a WER of 38.2%. The dominant errors included substitution, deletion, insertion, and segmentation errors, indicating instability in phoneme mapping caused by dialect-induced vowel transitions. The study concludes that current AI-based Arabic Speech Recognition systems remain sensitive to low-resource dialect interference and that acoustic variability significantly affects recognition stability in multilingual speech environments. These findings highlight the importance of developing more adaptive and linguistically inclusive ASR models for Arabic language learning contexts.

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Journal Info

Abbrev

alibbaa

Publisher

Subject

Education Languange, Linguistic, Communication & Media Other

Description

Alibbaa: Jurnal Pendidikan Bahasa Arab published twice a year (January and July), is a multilingual (Bahasa, Arabic, and English), peer-reviewed journal, and specializes in Arabic Education and Arabic Studies. This journal is published by the Arabic Language Education Department, Faculty of ...