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<p>Asymptotic performance and cost-efficiency metrics across four named entity types. For rare disease, disease, and sign, plateau and cost-efficiency metrics are derived from the fitted asymptotic-exponential model. denotes the per-query cost required to reach 95% of the attainable gain relative to zero-shot.</p>

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Asymptotic performance and cost-efficiency metrics across four named entity types. For rare disease, disease, and sign, plateau and cost-efficiency metrics are derived from the fitted asymptotic-exponential model. denotes the per-query cost required to reach 95% of the attainable gain relative to zero-shot.

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2026-02-12
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