Why Do LLMs Struggle in Strategic Play? Broken Links Between Observations, Beliefs, and Actions

Jan Sobotka, Mustafa O. Karabag, Ufuk Topcu

Large language models (LLMs) are increasingly tasked with strategic decision-making under incomplete information, such as in negotiation and policymaking. While LLMs can excel at m…