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Statistically Reliable LLM-Based Ranking Evaluation via Prediction-Powered Inference

Abhishek Divekar
Jun 5, 2026 at 04:00
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arXiv:2606.05308v1 Announce Type: cross Abstract: With PRECISE, we extended Prediction-Powered Inference to produce bias-corrected estimates of ranking evaluation metrics by combining a small human-labeled set with a large LLM-judged set. PPI is provably unbiased regardless of the LLM judge's error profile. We make it applicable to hierarchical...

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