LLMs use internal confidence to decide whether to abstain
A Nature Machine Intelligence paper provides causal evidence that LLMs use confidence signals to guide abstention: boosting or suppressing confidence changes whether models answer or abstain. Confidence effect sizes were roughly an order of magnitude larger than alternative mechanisms.
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