Unverified50% confidenceFactExact time
CRPS measures the integral of squared error between the predicted cumulative distribution function and the true observed value, penalizing both overconfidence and underconfidence.
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50%
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Long-term
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11/5/2026
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Related Claims
UnverifiedOn the Kolmogorov flow, the continuous ranked probability score (CRPS) and the error give different method rankings.69% similarUnverifiedErrors in confidence scoring systems are distributed across the entire score range, manifesting as calibration error—high in coverage but difficult to detect.68% similarUnverifiedThe overconfidence of a model answering directly while skipping retrieval is technically referred to as miscalibration, meaning there is a systematic deviation between confidence and actual accuracy.68% similarUnverifiedCalibration measures the consistency between the confidence of model outputs and the actual accuracy; in RLVR, poor calibration causes the scheduler's judgments of prompt informativeness to be systematically biased.68% similarUnverifiedA learner estimating the loss distribution from limited data inevitably has bias, causing the estimate of CVaR to deviate from the true value, thereby weakening or even reversing the actual effect of risk aversion.67% similar
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