Can RL Improve Generalization of LLM Agents? An Empirical Study

This empirical study investigates whether Reinforcement Learning (RL) can enhance the generalization capabilities of Large Language Model (LLM) agents. The research explores various RL techniques and their impact on LLM agents' performance across diverse and unseen tasks.