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What is the key lesson from this content moderation example about evaluation metrics?

A moderation model has the best overall accuracy on a test set, but it still lets a small category of clearly prohibited posts reach users. That failure would be serious in production even though the summary metric looks strong.

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Updated 2026-08-12

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