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    2025-04-01T11:46:42+00:00
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    Qingying uses the CogVideoX model, which incorporates advanced AI techniques:
    - **3D Variational Autoencoder (3D VAE)**: Enhances frame-to-frame relationship capture in the time dimension.
    - **3D RoPE Position Encoding**: Optimizes cross-modal interactions.
    - **End-to-End Video Understanding Model**: Improves adherence to text instructions for coherent video generation.

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