Nowadays in tunisia, the arabic Tunisian Dialect (TD) has become progressively used in interviews, news and debate programs instead of Modern Standard Arabic (MSA). Thus, this gave birth to a new kind of language. Indeed, the majority of speech is no longer made in MSA but alternates between MSA and TD. This situation has important negative consequences on Automatic Speech Recognition (ASR): si...