The Evaluation of LLM-Based Agents ????

In recent years, the field of artificial intelligence has witnessed a paradigm shift with the emergence of Large Language Model (LLM)-based agents. These agents are no longer confined to simple text-to-text interactions; they now possess the ability to plan, reason, use tools, and maintain memory, enabling them to interact with dynamic environments autonomously. This newfound agency has opened up a world of possibilities, from web navigation to scientific research, and has paved the way for innovative applications across various domains.