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survey-sampling

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Certified pairwise leaderboards for retrieval evaluation. WITNESS samples a few fresh human labels at known probabilities and uses official qrels and LLM judges only as variance-reducing predictors: unbiased for any judgment source, false-discovery-rate controlled, with label-budget forecasts. One-command reproduction.

  • Updated Oct 26, 2026
  • Python

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