A new study from Apple tackles modal interference in Text-to-Sounding-Video generation. Researchers introduced advanced modality conditioning to bridge the gap between dense training captions and concise user prompts. The framework optimizes cross-modal feature interaction for better audio-visual alignment. This incremental update helps T2SV models produce more synchronized soundscapes from simple text.