Evaluating Strategic Planning and Execution of LLM Agents in a Simulated Auction Environment

Large Language Models (LLMs) possess key skills for auction participation, such as budget management and goal adherence, which improve with adaptive strategies. However, variability in LLM performance and occasional outperformance by simpler methods indicate opportunities for further advancements in LLM design.