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Relational Response Fields: A General Theory of Black-Box LLM Response Consistency and Recovery

arXiv cs.CL ↗ · 2026-08-06 Cached

This paper introduces Relational Response Fields (RRF), a theoretical framework for determining when black-box LLM responses can be reliably recovered under corruption, establishing identifiability conditions and minimax bounds that separate response consistency from truth.

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