Arabic is a very rich language, which makes Arabic sentiment analysis very complex. Arabic is an official category IV language, which is why it’s not only difficult for non-native learners of the Arabic language but also for machine learning models used for Arabic text mining and sentiment analysis. Below are some of the reasons that make Arabic NLP tough for text analysis. Arabic dialects Morphology Numerous word formations Diversity in semantics