Systematic comparison of nine text-only and three multimodal LLMs using in-context learning, reasoning prompts, fine-tuning, and multimodal fusion on DementiaBank speech data finds class-centroid demonstrations and token-level fine-tuning most effective, with adapted open models matching or beating
Natural Language Processing to Identify Home Health Care Patients at Risk for Becoming Incapacitated with No Evident Advance Directives or Surrogates
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Speech-Based Cognitive Screening: A Systematic Evaluation of LLM Adaptation Strategies
Systematic comparison of nine text-only and three multimodal LLMs using in-context learning, reasoning prompts, fine-tuning, and multimodal fusion on DementiaBank speech data finds class-centroid demonstrations and token-level fine-tuning most effective, with adapted open models matching or beating