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OnlySports Dataset, a comprehensive collection of English sports documents. This dataset comprises a diverse range of content including news articles, blogs, match reports, interviews, and tutorials, all extracted from the FineWeb dataset. FineWeb is a thoroughly cleaned and deduplicated subset of CommonCrawl, spanning from 2013 to present. It represents one of the best open-source datasets for LLM training. Our extraction process involved two key steps: first, we applied URL filtering to identify potentially relevant content, and second, we developed a custom sports text classifier to accurately identify and extract sports-related documents from the filtered data. The resulting OnlySports Dataset encompasses 1.2 TB of text, equivalent to approximately 600 billion RWKV/GPT2 tokens. This makes it the largest sport domain dataset to date, significantly surpassing previous collections in both scale and comprehensiveness
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