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Synthetic pre-pretraining boosts LLM efficiency at scale, but not by teaching grammar; it's the retrieval skills that matter.
Forget scaling laws for synthetic data: structured prompts plus smart data mixing beats bigger generator models and slashes costs by 30x.
