Ordinal Gates, Cardinal Bets: Matching LLM Confidence to the Financial Decision Operator

Rayansh Singh, Sara Rezaeimanesh

LLM confidence scores are not independently deployable objects: their decision value depends on the downstream operator and exposure controller that consume them. Monotone recalibr…