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Aligning Evaluation Incentives to Reduce Hallucination
Why it mattersThe talk explains how accuracy-based LLM evaluation can reward confident guessing while failing to credit useful uncertainty. It discusses evaluation approaches that account for abstentions and the differing costs of mistakes, correct answers, and unanswered questions.
Discuss: How should LLM evaluation incentives balance the costs of a wrong answer against the value of abstaining?
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