Multilingual Prediction of Cognitive Impairment with Large Language Models and Speech Analysis
This study demonstrates the effectiveness of language-specific ensemble modeling with Whisper embeddings in enabling scalable, non-invasive cognitive health assessments of Alzheimer's disease, achieving state-of-the-art results in multilingual settings.
Authors
- Felix Agbavor (ORCID: https://orcid.org/0009-0003-2296-998X)
- Hualou Liang (ORCID: https://orcid.org/0000-0002-3805-1837)
Institutions
- Drexel University (US)
Publication Details
- Journal
- Brain Sciences
- Published
- 2024-12-22
- DOI
- https://doi.org/10.3390/brainsci14121292
- Citations
- 11
- Primary Topic
- Dementia and Cognitive Impairment Research
- Type
- article
- Field-Weighted Citation Impact
- 4.24
Funders
- Drexel University
- National Institutes of Health
- National Institute on Aging