Archive: 2025/08

Calibration and Confidence Metrics for Large Language Model Outputs: How to Tell When an AI Is Really Sure

Calibration and Confidence Metrics for Large Language Model Outputs: How to Tell When an AI Is Really Sure

Calibration ensures LLM confidence matches reality. Learn the key metrics like ECE and MCE, why alignment hurts reliability, and how to fix overconfidence without retraining - critical for high-stakes AI use.

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