2026
ROC-n-reroll: How verifier imperfection affects test-time scaling
ICLR 2026poster
Test-time scaling aims to improve language model performance by leveraging additional compute during inference. Many works have empirically studied techniques such as Best-of-N (BoN) and Rejection Sampling (RS) that make use of a verifier to enable test-time scaling. However, to date there is littl…