classifier evaluation practice (precision/recall on labeled data)

LLM-as-a-judge validation against a golden dataset

Judges are classifiers with a semantic label space, so standard supervised-evaluation discipline transfers directly — including the need for per-class agreement and awareness of degenerate constant predictors.

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