On Turn-Level Best-of-N Sampling for Scaling LLM Agents

Jalaj Bhandari, Dhawal Gupta, Hongli Zhan +5

In this work, we evaluate a simple inference-time scaling approach based on \textit{turn-level best-of-N sampling} (\method) for large language model (LLM) agents on complex, long-…