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Xiu-Feng Yang

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#machine learning Preprint Oct 2026

The Value of System 1 Models in Medicine

Many clinical decisions are a choice among a few fixed options, taken quickly and in large numbers. Such decisions also need an uncertainty estimate to know when to defer to a clinician. Generative language models answer slowly in free text and state their confidence poorly. In contrast, System 1 models answer zero-sho...

Xiu-Feng Yang, Konstantinos Vrettos, Zeineb Ben Chaaben et al. · 1 citation