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State-of-the-art video generation and editing now hinges on a surprisingly simple division of labor: MLLMs for semantic planning, diffusion models for photorealistic rendering.
Achieve up to 52.5% compression in LLM chain-of-thought reasoning *while improving* accuracy by dynamically calibrating CoT length.