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Studies on Dialectical Arabic are growing more important by the day as it becomes the primary written and spoken form of Arabic online in informal settings. Among the important problems that should be explored is that of dialect identification. This paper reports different techniques that can be applied towards such goal and reports their performance on the Multi Arabic Dialect Applications and Resources (MADAR) Arabic Dialect Corpora. Our results show that improving on traditional systemsdoi:10.18653/v1/w19-4626 dblp:conf/wanlp/FaresEAEMET19 fatcat:bur2abyj2veabb7bn5duttfarq