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ChildVox reveals the current capabilities and limitations of audio and speech models in understanding the nuanced and developing acoustic world of children.
EEG foundation models may not be the automatic win you think they are: they shine on long-context tasks but falter in short-window and channel-constrained scenarios, where smaller supervised models can compete.
Acoustic and phonetic NACs encode accent in fundamentally different ways, with implications for how we interpret and manipulate these representations.
A new multimodal dataset links brain activity, muscle activation, and articulation in speech, opening doors to understanding the causal chain of speech production.