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The authors of 'A Survey on the Theory and Mechanism of Large Language Models' identify critical frontier challenges in the field, including the theoretical limits of synthetic data self-improvement, the mathematical bounds of safety guarantees, and the mechanistic origins of emergent intelligence.

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