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Collocation Extraction plays an important role in machine transla-tion,information retrieval,secondary language learning,etc.,and has obtained significant achievements in other languages,e.g.English and Chinese.There are some studies for Arabic collocation extraction using POS annotation to ex-tract Arabic collocation.We used a hybrid method that included POS patterns and syntactic dependency relations as linguistics information and statistical methods for extracting the collocation from Arabic corpus.The experiment re-sults showed that using this hybrid method for extracting Arabic words can guarantee a higher precision rate,which heightens even more after dependency relations are added as linguistic rules for filtering,having achieved 85.11%.This method also achieved a higher precision rate rather than only resorting to syntactic dependency analysis as a collocation extraction method.