mmlu

Introduces Capability Conditioned Scaffolding, a framework for LLM collaboration that adapts intervention based on user expertise domains to prevent Professional Domain Drift, with pilot evaluation on MMLU subsets.

This study presents a 33-model atlas analyzing domain-level metacognitive monitoring in frontier LLMs using MMLU benchmarks, revealing significant variations in confidence calibration across different knowledge domains that are obscured by aggregate metrics.