Unverified50% confidenceBenchmarkExact time
A nominally 90% conformal prediction confidence interval achieved a marginal coverage rate of 90.72% on the overall data, but coverage dropped sharply to 75.66% on the post-hoc high-demand subset.
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Long-term
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10/7/2026
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UnverifiedThe framework's prediction intervals achieve empirical coverage rates of 0.533, 0.831, and 0.958 at nominal confidence levels of 50%, 80%, and 95%, respectively.73% similarUnverifiedAcross 79 pairs, the cumulative evasion rate reached 40.5% under the detailed feedback condition and 20.3% under the generic rejection condition.72% similarUnverifiedPagedAttention can theoretically improve VRAM utilization from below 40% to over 90%.72% similarVerifiedCalibrated confidence means that when the system gives a score of 0.9, the probability of being correct should be close to 90%.71% similarVerifiedSome models have already surpassed 90% of the human average score on MMLU, causing their discriminative power to drop sharply.71% similar
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