SSL speech representations outperform hand-crafted features at lower cognitive hierarchy levels but reverse for MCI classification, with greater response freedom in tasks linked to performance dilution at higher levels and structured tasks showing the opposite pattern.
Enhancing Dementia and Cognitive Decline Detection with Large Language Models and Speech Representation Learning,
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Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy
SSL speech representations outperform hand-crafted features at lower cognitive hierarchy levels but reverse for MCI classification, with greater response freedom in tasks linked to performance dilution at higher levels and structured tasks showing the opposite pattern.