Burhan at IslamicEval: Fact-Augmented and LLM-Driven Retrieval for Islamic QA. - Mohammad Basheer; Watheq Mansour; Abdulhamid Touma; Ahmad Qadeib Alban (ArabicNLP (Shared Tasks), 2025)