Arabic diacritization is the task of adding diacritical marks to Arabic text to aid correct articulation, resolve lexical ambiguity, and support downstream natural language processing tasks. This study proposes a hybrid deep learning architecture that augments a pre-trained transformer encoder (AraBERTv02) with a sequential prediction head built on either a Bidirectional Long Short-Term Memory …