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The paper proposes ProcedureVQA, a benchmark for visual procedural question answering, and Chain-of-Procedure (CoP), a hierarchical reasoning framework that retrieves relevant instructions using visual cues and refines steps through semantic decomposition, achieving up to 13% improvement over baselines.