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cs.CL 1

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2026 1

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Domain-level metacognitive monitoring in frontier LLMs: A 33-model atlas

cs.CL · 2026-04-21 · unverdicted · novelty 7.0

Frontier LLMs exhibit consistent domain-specific differences in metacognitive monitoring on the MMLU benchmark, with applied and professional knowledge domains showing the highest monitoring accuracy and formal reasoning and natural science the lowest.

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  • Domain-level metacognitive monitoring in frontier LLMs: A 33-model atlas cs.CL · 2026-04-21 · unverdicted · none · ref 6

    Frontier LLMs exhibit consistent domain-specific differences in metacognitive monitoring on the MMLU benchmark, with applied and professional knowledge domains showing the highest monitoring accuracy and formal reasoning and natural science the lowest.