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A comment on Ask HN: How to implement an NLP grammar parser for a new natural language?. Parent comment
Cotterell, R., & Callison-Burch, C. (2014). A Multi-Dialect, Multi-Genre Corpus of Informal Written Arabic. In LREC (pp. 241-245).
http://www.lrec-conf.org/proceedings/lrec2014/pdf/641_Paper....
It's using arabic characters but at least it's labelled data of Magrhebi arabic. So you'd "only" have to perform a translitteration or multiple translitteration between that corpus and your data.
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Cotterell, R., & Callison-Burch, C. (2014). A Multi-Dialect, Multi-Genre Corpus of Informal Written Arabic. In LREC (pp. 241-245).
http://www.lrec-conf.org/proceedings/lrec2014/pdf/641_Paper....
It's using arabic characters but at least it's labelled data of Magrhebi arabic. So you'd "only" have to perform a translitteration or multiple translitteration between that corpus and your data.