Unverified50% confidenceFactExact time
Pushing in the opposite direction mainly converts refusals into confabulations, but originally correct answers remain unchanged.
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11/3/2026
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Related Claims
UnverifiedThe paper argues that in legal contexts, declining to answer or signaling uncertainty is often more responsible than forcing a seemingly complete answer, which contrasts with the current tendency of LLMs to always provide an answer.75% similarUnverifiedUsing an external dedicated answer selector for abstention decisions may be more practical and controllable than directly fine-tuning a model to internalize abstention.74% similarUnverifiedAnswer flips are very rare, and no stable direction of effect was observed under semantically invariant prompt format and answer order changes.72% similarUnverifiedA half-complete answer that passes validation is more dangerous than a request that explicitly fails, because the former masquerades as a correct result and flows into downstream systems.72% similarUnverifiedThe authority bias effect nearly disappeared in multiple-choice pre-experiments, and the effect primarily appeared in free-form answer scenarios.72% similar
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