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Paper

AURA: Adaptive Uncertainty-aware Refinement for LLM-as-a-Judge Auditing

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arXiv:2606. 19714v1 Announce Type: new Abstract: Large language models (LLMs) are increasingly used as judges for open-ended generation, as large-scale human evaluation is often expensive and difficult to scale, yet their preferences remain imperfect proxies for human judgment.