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

Tianyi Huang, Samuel Xu, Jason Tansong Dang +2

Agentic systems often fail not by being entirely wrong, but by being too precise: a response may be generally useful while particular claims exceed what the evidence supports. We s…