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Unleashing System 2 reasoning at System 1 speeds, SGA-MCTS lets frozen LLMs rival fine-tuned behemoths like GPT-4 on complex planning tasks.
LLM agents can learn more efficiently by leveraging a Skill Knowledge Base automatically constructed from prior experiences, enabling weaker agents to achieve stronger performance.
