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SkillAdaptor achieves targeted skill updates that enhance LLM performance by over 1.5 points on key benchmarks, revolutionizing how agents adapt to failures in real-time.
Tool-using SQL agents can learn to be more efficient and accurate by getting feedback on *how* they reason, not just *what* they output.
Unleashing System 2 reasoning at System 1 speeds, SGA-MCTS lets frozen LLMs rival fine-tuned behemoths like GPT-4 on complex planning tasks.
