Author

Ali Emami

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Preprint Aug 2026

Judge, Retrieve, or Abstain: Uncertainty-Guarded LLM Judging with Provable Risk Guarantees

A risk-controlled framework that calibrates uncertainty thresholds on a held-out set so that the false discovery rate among accepted verdicts remains below a user-specified level~$\alpha$ with high probability, using finite-sample Clopper--Pearson intervals is proposed.

Sher Badshah, Ali Emami, Hassan Sajjad · 1 citation