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Research questionHow can users judge whether an individual LLM recommendation merits reliance without objective ground truth?An LLM may express confidence even when a particular recommendation is unstable or valid only in limited contexts. Without an objective answer, users lack a clear basis for deciding how far to rely on that recommendation.
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Latest papersRecent research connected to this question, newest first.Epistemic Warrant for LLM Recommendations: Characterizing the Basis for Reliance When Ground Truth Is UnavailableThe work concerns contemporary LLMs producing pairwise recommendations for organizational decisions. It characterizes recommendation stability and scope, with evidence from expert-prespecified warrant orderings, crowd-worker consensus, verbalized confidence, and decision difficulty.research paper · Sep 3, 2026
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