BRIDGE: Multimodal-to-Text Retrieval via Reinforcement-Learned Query Alignment. - Mohamed Darwish Mounis; Mohamed Mahmoud; Shaimaa Sedek; Mahmoud Abdalla; Mahmoud SalahEldin Kasem; Abdelrahman Abdallah; Hyun Soo Kang 001 (CoRR, 2026)