Luqi Sun

Cleaner speech datasets may boost in-domain performance but can undermine generalization, revealing a hidden cost in Alzheimer's detection models.

Emotion-sensitive neurons in multimodal models reveal shared mechanisms for recognizing emotions across speech and faces, with implications for enhancing emotion recognition capabilities.

Depression detection models may be learning *who* is speaking, not *how* depression manifests in speech, inflating reported accuracy.