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What is preference data?

Preference data is a collection of human choices between model outputs that records which response people prefer.

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preference data in AI data

It is the core input to RLHF and to direct preference optimization.

Type: training data.

Read more: data types / rlhf preference data.

Other terms of the same type: training data

  • expert demonstration: An expert demonstration is a recording of a skilled professional performing a task step by step, used to teach a model the process.
  • synthetic data: Synthetic data is data generated by a model or simulator instead of collected from real people or events.

Where preference data applies on this site

Quick answers

What is preference data?

Preference data is a collection of human choices between model outputs that records which response people prefer.

Why does preference data matter in AI data?

It is the core input to RLHF and to direct preference optimization.