Berkay Anahtarci authored a paper titled "NL-PAC: Specification Ambiguity and Certified Minimax Risk Floors in LLM-Mediated Supervision," submitted to arXiv on July 9, 2026. The paper is categorized under cs.LG and spans 78 KB. It addresses specification ambiguity and certified minimax risk floors in the context of LLM-mediated supervision. The arXiv-issued DOI via DataCite is pending registration.
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