MESA-S framework translates human metacognitive control into LLMs via delayed procedural probes and Metacognitive Skill Cards to separate parametric certainty from source trust and reduce overthinking.
Cot2-meta: Budgeted metacognitive control for test-time reasoning.ArXiv preprint arXiv:2603.28135
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Know When to Trust the Skill: Delayed Appraisal and Epistemic Vigilance for Single-Agent LLMs
MESA-S framework translates human metacognitive control into LLMs via delayed procedural probes and Metacognitive Skill Cards to separate parametric certainty from source trust and reduce overthinking.