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CAREER: Numerically Literate AI via the Large Number Model and Foundational Data Curation — NSF Award to Florida State University

Many modern Artificial Intelligence (AI) models can produce meaningful text, but they often fail on complex structural and numerical data involving different units, formulas, information describing the data (i.e., metadata), and hierarchies. These failures are especially concerning in areas such as medicine, finance, d

Award titleCAREER: Numerically Literate AI via the Large Number Model and Foundational Data Curation
Award ID2544222
AwardeeFlorida State University
CityTALLAHASSEE
StateFL
Amount obligated$301,560
Principal investigatorMichael Gubanov
ProgramInfo Integration & Informatics
Start date10/01/2026
AbstractMany modern Artificial Intelligence (AI) models can produce meaningful text, but they often fail on complex structural and numerical data involving different units, formulas, information describing the data (i.e., metadata), and hierarchies. These failures are especially concerning in areas such as medicine, finance, defense, and space, where even small quantitative mistakes can lead to misleading conclusions and significant negative consequences. This project aims to address this problem by dev
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