On PREPARE spontaneous speech, Whisper-medium audio embeddings achieved the best three-way ADRD classification (0.731 accuracy, 0.802 AUC), outperforming text-based and traditional acoustic pipelines.
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Benchmarking Foundation Speech and Language Models for Alzheimer's Disease and Related Dementia Detection from Spontaneous Speech
On PREPARE spontaneous speech, Whisper-medium audio embeddings achieved the best three-way ADRD classification (0.731 accuracy, 0.802 AUC), outperforming text-based and traditional acoustic pipelines.