AIBullisharXiv – CS AI · 9h ago7/10
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Statistically Reliable LLM-Based Ranking Evaluation via Prediction-Powered Inference
Researchers introduced PRECISE, a method combining human annotations with LLM judgments to produce statistically reliable ranking evaluation metrics. The approach reduces computational complexity for hierarchical metrics like Precision@K and demonstrated 21% error reduction on benchmarks, with real-world validation showing a +407 basis points sales lift in production systems.
🧠 Claude