most citedTo Err Is Human; To Annotate, SILICON? Toward Robust Reproducibility in LLM Annotation

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cs.AI2026

Trust but Verify: Prover-Verifier Deliberation for Selective LLM Prediction

João Sedoc, Baotong Zhang, Dean Foster

Reliably knowing when a language model is correct is almost as important as being correct. We introduce prover-verifier deliberation (PVD), an inference-time protocol grounded in i…