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FineWeb2-HQ Dataset summary FineWeb2-HQ is a high-quality, model-filtered pretraining dataset derived as a subset of FineWeb2, spanning 20 languages. It enables around 6x faster pretraining compared to the base dataset. FineWeb2-HQ was created by selecting the top 10% quality documents of FineWeb2 in each language, based on scores assigned by a deep learning classifier trained to identify structured and knowledge-rich samples using XLM-RoBERTa embeddings. Validation… See the full description on the dataset page:
Source: Hugging Face Hub (epfml/FineWeb2-HQ). Metadata imported from the dataset’s Hub tags.