Author

Berkay Anahtarci

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Jul 2026

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

Natural Language PAC is introduced, a framework that uses a fixed model's thresholded decoding law to define admissible labels and candidate targets and extending it to human interpretations requires external validation.

Berkay Anahtarci · arXiv.org · 0 citations