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Clinical behavioral screening can reach a 0.59 F1 without ever exposing raw video or audio of minors, but moving from coarse screening to granular psychometric item prediction hits an immediate performance wall across current multimodal architectures.
UniSAE enables seamless, granular editing of speech attributes, allowing for precise control over speaker, emotion, and content in a unified framework.