The best LLM as AGENTS for AI REASONING present the results of an evaluation of LLMs (LLama 2, Vicuna, GPT-X, Dolly, ...) as intelligent agents in a long chained environment with databases (SQL), web booking or compare products on the internet. Is LLama 2 better than ChatGPT in comparing products on the internet?
In the context of this paper, an AGENT is an LLM that interacts with a simulated environment to accomplish a goal, and its performance is evaluated based on its ability to complete tasks and respond appropriately to feedback from the environment.
AgentBench: Evaluating LLMs as Agents
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