ExpBoN: Exponential-Noise Best-of-$n$ for Efficient Test-Time LLM Alignment

Yanxiao Liu, Sicheng Wan, Deniz Gündüz

Best-of-$n$ (BoN) sampling is a simple yet effective inference-time alignment method, but hard maximization provides only coarse control over the trade-off between reward and distr…