Mathematical Theory of Partially Correlated Verifier Cascades in LLMs
July 14, 2026
This analysis provides a theory for serial verification gates where verifiers are partially correlated. It demonstrates that the posterior log-odds for a cascade of k verifiers is concave, establishing that the traditional Odds Law serves only as an upper bound.
HOW THIS AFFECTS YOU
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researcherThis changes how you model the reliability and failure rates of multi-stage LLM verification.