Master
OA Policy
French

ChatGPT comme outil de traduction automatique des discussions WhatsApp : évaluation de la traduction de différents dialectes en Arabizi

ContributorsAl Almaoui, Perla
Master program titleMaîtrise universitaire en traitement informatique multilingue (MATIM)
Defense date2024
Abstract

Arabizi, a hybrid form of Arabic using Latin characters and numbers, is a dominant mode of informal communication among young Arab speakers on social media. However, its lack of formal structure and cultural nuances presents significant challenges for machine translation, especially across low-resourced Arabic dialects. My thesis explores ChatGPT's ability to translate Arabizi into Modern Standard Arabic and English across Algerian, Egyptian, and Lebanese dialects. Using human evaluation and metrics like COMET, BERTScore, BLEU, and TER, the study found that Egyptian Arabizi translations performed best, while Algerian Arabizi posed the greatest challenges. Translations into English consistently outperformed those into Arabic, highlighting resource disparities. The research emphasizes the need for new metrics tailored to Arabizi and underscores the ethical implications of romanizing Arabic. While ChatGPT showcases impressive potential, it struggles with linguistic complexity, paving the way for future improvements in AI-driven translation for underrepresented languages.

Keywords
  • ChatGPT
  • Arabizi
  • Traduction automatique
  • Evaluation de la traduction automatique
Citation (ISO format)
AL ALMAOUI, Perla. ChatGPT comme outil de traduction automatique des discussions WhatsApp : évaluation de la traduction de différents dialectes en Arabizi. Master, 2024.
Main files (1)
Master thesis
accessLevelPublic
Identifiers
  • PID : unige:180862
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154downloads

Technical informations

Creation17/10/2024 13:42:49
First validation18/10/2024 06:42:18
Update23/01/2025 10:39:09
Status update23/01/2025 10:39:09
Last indexation23/01/2025 10:39:10
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