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

arXiv:2605.00226v2 Announce Type: replace-cross Abstract: 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 many such tasks, they a