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  5. Preference Data
Data & Datasets

Preference Data

Preference data records judgments that one model output is better than another under a stated criterion.

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Raters or automated evaluators compare candidates, assign rankings, or provide scalar feedback. Training methods convert those comparisons into a signal, so unclear rubrics or rater bias directly shape learned behavior.

Related terms

Web Crawl DataInstruction DatasetData DeduplicationTokenizer VocabularyDeidentificationTraining Data

Where Preference Data comes up

  • Scalable oversight: RLHF, DPO, Constitutional AI, and weak-to-strong generalization explained