Good idea!, but I think there is a risk when depending on Arabic resources for NLP especially Arabic semantic resources such as Arabic wordnet.

I think, it is better to put on consideration the query expansion approach. Hoping the attached research is useful for your project.

Article A Novel Information Retrieval Approach using Query Expansion...

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