2 papers
cs.CL2026
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…
cs.AI2025
Do LLMs Strategically Reveal, Conceal, and Infer Information? A Theoretical and Empirical Analysis in The Chameleon Game
Mustafa O. Karabag, Jan Sobotka, Ufuk Topcu
Large language model-based (LLM-based) agents have become common in settings that include non-cooperative parties. In such settings, agents' decision-making needs to conceal inform…