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LLMs Show No Signs Of Individuated Metacognition

Analysis of 20 LLMs finds confidence reflects shared item difficulty rather than individuated self-assessment, showing no evidence of functional metacognition.

M. Moran, Mark Whiting

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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AI panel: 11 of 20 reviewers recommend it
lenient 3/5
medium 7/10
strict 1/5