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.
Metacognition and confidence dynamics in advice taking from generative ai.ArXiv preprint arXiv:2510.26508
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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.