More recently, benchmarks have shifted toward evaluating LLM-based agents’ autonomous behavior in complex, interactive envi- ronments

have been proposed to evaluate LLMs on graduate-level reasoning, robust multitask understanding, contamination-free assessment, respectively · 2023