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Abstract

The Amazigh language, spoken by millions across North Africa, presents unique computational challenges due to its complex morphological system, dialectal variation, and multiple writing systems. This survey examines technological advances over the past decade across four key domains: natural language processing, speech recognition, optical character recognition, and machine translation. We analyze the evolution from rule-based systems to advanced neural models, demonstrating how researchers have addressed resource constraints through innovative approaches that blend linguistic knowledge with machine learning. Our analysis reveals uneven progress across domains, with optical character recognition reaching high maturity levels while machine translation remains constrained by limited parallel data. Beyond technical metrics, we explore applications in education, cultural preservation, and digital accessibility, showing how these technologies enable Amazigh speakers to participate in the digital age. This work illustrates that advancing language technology for marginalized languages requires fundamentally different approaches that respect linguistic diversity while ensuring digital equity.

Details

1009240
Title
Advances in Amazigh Language Technologies: A Comprehensive Survey Across Processing Domains
Author
Akallouch Oussama 1   VIAFID ORCID Logo  ; Akallouch Mohammed 2   VIAFID ORCID Logo  ; Fardousse Khalid 1   VIAFID ORCID Logo 

 Faculty of Sciences Dhar EL Mahraz, Sidi Mohamed Ben Abdellah University, Fez 30050, Morocco 
 College of Computing, Mohammed VI Polytechnic University, Ben Guerir 43150, Morocco 
Publication title
Volume
16
Issue
7
First page
600
Number of pages
25
Publication year
2025
Publication date
2025
Publisher
MDPI AG
Place of publication
Basel
Country of publication
Switzerland
e-ISSN
20782489
Source type
Scholarly Journal
Language of publication
English
Document type
Journal Article
Publication history
 
 
Online publication date
2025-07-13
Milestone dates
2025-05-25 (Received); 2025-07-10 (Accepted)
Publication history
 
 
   First posting date
13 Jul 2025
ProQuest document ID
3233223320
Document URL
https://www.proquest.com/scholarly-journals/advances-amazigh-language-technologies/docview/3233223320/se-2?accountid=208611
Copyright
© 2025 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Last updated
2025-11-07
Database
ProQuest One Academic