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News/NL-PAC: Specification Ambiguity and Certified Minimax Risk Floors in LLM-Mediated Supervision
arxiv
PublishedJuly 13, 2026 at 4:00 AM
—neutral

NL-PAC: Specification Ambiguity and Certified Minimax Risk Floors in LLM-Mediated Supervision

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Publisher summary· verbatim

arXiv:2607.08961v1 Announce Type: cross Abstract: Large language models increasingly provide labels, evaluations, and feedback for tasks specified in natural language. When a specification admits multiple readings but the supervision channel does not reveal which is operative, additional labels redu

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