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Confidence-based position selection strategies cannot themselves bypass the constraint of conditional independence; high confidence does not equate to a correct joint distribution.
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10/2/2026
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UnverifiedRange-based confidence gates cannot demonstrate that old-task behavior remains unchanged within a reasonable interaction budget.72% similarUnverifiedThe study finds that the marginal quality loss attributable to routing decisions themselves on this benchmark is not significant, and model bias is the more serious underlying problem.72% similarUnverifiedTo truly achieve reasoning rather than merely attaining in-distribution accuracy, it is not sufficient to simply have the hypothesis class cover the correct rules.70% similarUnverifiedManually sampling and comparing extraction results one by one can only verify the faithfulness of the extraction and cannot answer questions about predictive validity, nor can it scale.69% similarUnverifiedDifferent routing thresholds should be set for different intents; there is no globally optimal threshold—intents with high fallback rates should be handled more conservatively, while intents where the small model performs stably can be handled more aggressively.68% similar
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