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Safety Reflection Pretraining cuts down the success of inference attacks by embedding self-monitoring directly into LLMs during pretraining.
Hyperball achieves a remarkable 20-30% speedup in language model pretraining, even as model sizes grow, challenging the limits of traditional optimizers.
