Ground truth checkpoints
Cross-check specific facts (numbers, names) against a source of truth after model response. Flag mismatches.
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Cite-your-sources prompting
Ask the model to include citations. If it can't, the fact is suspect.
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Consistency across variations
Ask the same question 3 ways. If answers disagree, at least one is wrong.