Cognitive MMLU Methodology

Standard benchmarks ignore whether a system knows when it might be wrong. Cognitive MMLU pairs scenario-based questions with confidence elicitation to measure calibration alongside accuracy. This research brief explains the benchmark construction, scoring, and reviewer workflow.