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README.md
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### Sources
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- [HuggingFaceFW/fineweb-edu](https://huggingface.co/datasets/HuggingFaceFW/fineweb-edu)
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- [openbmb/Ultra-FineWeb](https://huggingface.co/datasets/openbmb/Ultra-FineWeb)
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- [Zyphra/Zyda-2](https://huggingface.co/datasets/Zyphra/Zyda-2)
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Each dataset was processed as follows:
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After filtering, 100 000 chunks per source were included in the final dataset.
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### Clustering
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Agglomerative clustering was applied using embeddings from the [`Snowflake/snowflake-arctic-embed-xs`](https://huggingface.co/Snowflake/snowflake-arctic-embed-xs)
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model at multiple cluster counts: 100, 200, 500, 1 000, 2 000, 5 000, 10 000, 20 000, 50 000, 100 000, and 200 000 clusters, enabling flexible dataset configurations.
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### Sources
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- [HuggingFaceFW/fineweb-edu](https://huggingface.co/datasets/HuggingFaceFW/fineweb-edu)
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- [openbmb/Ultra-FineWeb](https://huggingface.co/datasets/openbmb/Ultra-FineWeb)
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- [Zyphra/Zyda-2](https://huggingface.co/datasets/Zyphra/Zyda-2)
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- [EssentialAI/eai-taxonomy-stem-w-dclm-100b-sample](https://huggingface.co/datasets/EssentialAI/eai-taxonomy-stem-w-dclm-100b-sample)
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- [m-a-p/FineFineWeb](https://huggingface.co/datasets/m-a-p/FineFineWeb)
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Each dataset was processed as follows:
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After filtering, 100 000 chunks per source were included in the final dataset.
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### Clustering
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Note: The dataset clustering hasn't been performed yet for the latest version containing EssentialAI and FineFineWeb.
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Agglomerative clustering was applied using embeddings from the [`Snowflake/snowflake-arctic-embed-xs`](https://huggingface.co/Snowflake/snowflake-arctic-embed-xs)
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model at multiple cluster counts: 100, 200, 500, 1 000, 2 000, 5 000, 10 000, 20 000, 50 000, 100 000, and 200 000 clusters, enabling flexible dataset configurations.
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