Competence-gated pooling for improved event forecasting
September 9, 2026
This method uses a competence gate to determine when a language model provides marginal value over existing statistical or crowd forecasts, using Brier loss to weight domain-specific signals.
HOW THIS AFFECTS YOU
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builderYou can use this to build more efficient forecasting ensembles that avoid redundant model signals.
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researcherThe approach provides a mathematical framework for managing model disagreement in hybrid forecasting.