Data Repetition

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Bakouch: Hugging Face research showed diminishing returns after 3 data epochs

“There is this paper from actually from people at HuginFace at the time that is saying that you basically can repeat your data Like, up to three epochs before seeing diminishing gain before seeing diminishing return.”

Elie Bakouch Oct 20, 2025 ▶ 48:51 ⚡ Open Model Pretraining Masterclass — Elie Bakouch, HuggingFace SmolLM 3, FineWeb, FinePDF

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Data Repetition

1 statements about Data Repetition, every show

Turn any episode into a week of clips.