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VGIF-Score reveals that current video generation models struggle with complex instructions, providing a diagnostic lens to pinpoint where they succeed or fail.
VLMs can achieve state-of-the-art video recognition by splitting temporal modeling experts into specialized roles for spatial understanding and motion processing.