A new study from Apple addresses modal interference in Text-to-Sounding-Video generation. Researchers developed a refined conditioning method to bridge the gap between dense training captions and concise user prompts. This approach optimizes how audio and video features interact during synthesis. It reduces synchronization errors for developers building multimodal generative systems.