The500Feed.Live

Everything going on in AI - updated daily from 500+ sources

← Back to The 500 Feed
📄 ResearchJuly 15, 2026

Partially Correlated Verifier Cascades in LLM Harnesses: Concave Log-Odds, Polynomial Reliability, and Blind-Spot Ceilings

Serial verification gates are a core reliability primitive in LLM harnesses: a candidate answer is returned only if $k$ verifier calls all accept it. Under conditionally independent gates, the recent Odds Law (arXiv:2606.15712) shows that posterior log-odds grow linearly in $k$, so failure decays ex...

Read Original Article →

Source

http://arxiv.org/abs/2607.13918v1