AIBearisharXiv – CS AI · 3h ago7/10
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Why Do LLMs Struggle in Strategic Play? Broken Links Between Observations, Beliefs, and Actions
Researchers have identified critical vulnerabilities in how large language models make strategic decisions under incomplete information, revealing gaps between their internal beliefs and external reasoning. The study demonstrates that LLMs encode more accurate hidden beliefs than they express verbally, but these beliefs are brittle and degrade with multi-hop reasoning, raising significant concerns about deploying LLMs in high-stakes decision-making scenarios without safeguards.
🧠 Llama