Large Language Models are Biased Reinforcement Learners

William M. Hayes, Nicolas Yax, Stefano Palminteri

In-context learning enables large language models (LLMs) to perform a variety of tasks, including learning to make reward-maximizing choices in simple bandit tasks. Given their pot…