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Journals
ACM's Transactions on Asian Languages and Information Processing (TALIP) A special issue on Arabic NLP is expected to appear in late 2009. Accepted papers are under currently final reviews.
Languages and Linguistics
Journal of Arabic Linguistics Tradition (JALT)