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Si-Zhe Liu

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#natural language process... Preprint Sep 2026

Why Alzheimer's Speech Screening Fails to Generalize: Bridging the Deployment Gap via Cross-Corpus Evidence Anchoring

Speech-based screening is a promising, non-invasive approach for detecting Alzheimer's disease and related cognitive risks. However, models trained on a single domain often generalize poorly to unseen languages, tasks, or recording protocols. This paper investigates this deployment gap using a leave-one-corpus-out eval...

Zi-Jian Lu, Si-Zhe Liu, Yin Zhang et al. · 0 citations

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