LLMCARE: Alzheimer's Detection via Transformer Models Enhanced by LLM-Generated Synthetic Data

Alzheimer's disease and related dementias (ADRD) affect approximately five million older adults in the U.S., yet over half remain undiagnosed. Speech-based natural language processing (NLP) offers a promising, scalable approach to detect early cognitive decline through linguistic markers.