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Nicola Cogotti

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#small language model Open access Sep 2026

Noēsis: Deterministic-First Retrieval with Two-Tier Context Hydration for Factuality-Critical Queries on Small Local Models

A wrong number is worse than no answer. Across factuality-critical domains—audience metrics, scheduling and rights in media; dosages and lab values in healthcare; figures and citations in finance and legal—a confident but fabricated value is more damaging than an honest admission of uncertainty. Yet this is the dominan...

Nicola Cogotti · 0 citations
#small language model Open access Sep 2026

Noēsis: Deterministic-First Retrieval with Two-Tier Context Hydration for Factuality-Critical Queries on Small Local Models

A wrong number is worse than no answer. Across factuality-critical domains—audience metrics, scheduling and rights in media; dosages and lab values in healthcare; figures and citations in finance and legal—a confident but fabricated value is more damaging than an honest admission of uncertainty. Yet this is the dominan...

Nicola Cogotti · 0 citations

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