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ENTITY Specification-Aware Predictive Uncertainty Decomposition

Specification-Aware Predictive Uncertainty Decomposition

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  1. TOOL · CL_340257 ·

    New framework decomposes LLM prediction risk into specification, aleatoric, and epistemic uncertainties

    Researchers have introduced a novel three-term decomposition of prediction risk for large language models, distinguishing between specification, residual aleatoric, and epistemic uncertainties. This framework addresses …