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This paper introduces Structured Defect Grounding (SDG), a method that models text-to-image defects as structured (location, type, reason, importance) tuples and uses VLMs for detection, along with a 30K-image dataset SDG-30K and a diagnosis-to-alignment framework called BoxFlow-GRPO.