Answer Only as Precisely as Justified: Calibrated Claim-Level Specificity Control for Agentic Systems

In three linesClaim-level specificity control method for agentic systems. CSS decomposes answers into claims, proposes coarser backoffs, and emits each claim at the most specific calibrated admissible level. On LongFact, improves utility from 0.846 to 0.913 while retaining 0.938 specificity.

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