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...