Calibration

How well predicted confidence matches reality: among predictions made at 70% confidence, about 70% should turn out right.

What people get wrong

A model can rank perfectly and be badly calibrated, or be well calibrated and rank poorly. If a downstream decision uses the probability as a number rather than an order, calibration is the property that matters.

A definition is not an understanding. This is taught properly in Measuring sycophancy, refusals and calibration, part of Alignment & RLHF.

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Terms from the same topic