Game Theory

LLMs for Game Theory: Entropy-Guided In-Context Learning and Adaptive CoT Reasoning

The authors use token-level uncertainty to decide when an LLM should think longer in games like tic-tac-toe. Low entropy means short context and reasoning, high entropy triggers more examples and multiple reasoning paths.