Introduction In the modern era of artificial intelligence and natural language processing, analyzing and understanding textual data in different languages has become a critical capability. Arabic, spoken by over 400 million people worldwide, presents unique linguistic challenges due to its complex grammar, rich morphology, and diverse dialects. Ar