In this work, we focus on Arabic DID which can can be posed as a five class classification problem, given that the Arabic language can be divided into five major dialects; Egyptian (EGY), Gulf (GLF), Lavantine (LAV), Modern Standard Arabic (MSA) and North African (NOR) <cite>[2]</cite> .