2026. A Robust Two-Stage Retrieval-Augmented Vision-Language Framework for Knowledge-Intensive Multimodal Reasoning and Alignment. Computational Discovery and Intelligent Systems (CDIS). 2, 2 (Feb. 2026), 42–52. DOI:https://doi.org/10.66279/2da0zk02.