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AdSpark introduces a large-scale dataset (AdSpark-300K) and diagnostic benchmark (AdSpark-Bench) for product-centric advertisement video generation, evaluating six dimensions including product fidelity, temporal coherence, and advertisement effectiveness using data from a major e-commerce platform.