Cool work, Max. You may be interested in one of our very relevant work about LLM and exploration paper, where empowerment is a key concept in the task. This paper also just got accepted at NeurIPS this year😄
arxiv.org/abs/2501.18009
arxiv.org
Large Language Models Think Too Fast To Explore Effectively
Large Language Models (LLMs) have emerged with many intellectual capacities. While numerous benchmarks assess their intelligence, limited attention has been given to their ability to explore--an essen...