Balaji, A. (2026). Certified by Abstention: Distribution-Free Guarantees for Chain-of-Thought Verifiers at Small Calibration Budgets. https://omanscience.com/en/articles/certified-by-abstention-distribution-free-guarantees-for-chain-of-thought-verifiers-at-small-calibration-budgets