Proof-Carrying Numbers binds each displayed LLM number to a structured claim and only marks it verified after a policy-based mechanical check, leaving all other numbers unverified.
Medical Hallucination in Foundation Models and Their Impact on Healthcare , March 2025
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Proof-Carrying Numbers (PCN): A Protocol for Trustworthy Numeric Answers from LLMs via Claim Verification
Proof-Carrying Numbers binds each displayed LLM number to a structured claim and only marks it verified after a policy-based mechanical check, leaving all other numbers unverified.