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@Mahmoud-s-programs and I went through the articles recommended by @Sepideh-Ahmadian and after a long discussion to find the best way to gather the Arabic datasets with respect to the dialects is by creating different datasets for each region (Gulf, Levantine, Egyptian, Meghrbi). This will encapsulate all Arabic dialects and the model will be able to recognize them.
We have added more reviews to the semEval-2016 dataset already as it uses Gulf dialect exclusively.