Risk Is Not Review Value: Wrong-Answer Exposure Under Bounded Review Budgets

SangJin Park, Myungsub Choi, Jineok Kim +1

LLM assistants often produce more answers than humans can review before users see them. Most evaluations ask whether an answer is wrong, unsupported, or low-confidence. Bounded rev…