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Generating Pretraining Tokens from Organic Data for Data-Bound Scaling

Yu, Zichun et al.
arXiv (All) · Papers
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artificial-intelligencecomputation-and-languagemachine-learning
LLM pretraining is shifting from a compute-bound to a data-bound regime, where available human (organic) text falls far short of scaling demands. However, reaching the data-bound regime does not mean the model has fully utilized its organic corpus. In this paper, we introduce SynPro, a synthetic dat
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