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This dataset is part of the [**Essential-Web**](https://huggingface.co/datasets/EssentialAI/essential-web-v1.0) project, which introduces a new paradigm for dataset curation using expressive metadata and simple semantic filters. Unlike traditional code datasets that require complex domain-specific pipelines, our approach leverages a 12-category taxonomy to efficiently identify and extract high-quality code data.
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**💡 EAI-Taxonomy Code w/ DCLM** (100B tokens): Documents targeting code
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## 🏆 Performance
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This dataset is part of the [**Essential-Web**](https://huggingface.co/datasets/EssentialAI/essential-web-v1.0) project, which introduces a new paradigm for dataset curation using expressive metadata and simple semantic filters. Unlike traditional code datasets that require complex domain-specific pipelines, our approach leverages a 12-category taxonomy to efficiently identify and extract high-quality code data.
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**💡 EAI-Taxonomy Code w/ DCLM** (100B tokens): Documents targeting code that exhibit intermediate to advanced reasoning, combined with the DCLM classifier to filter for instruction-dense documents. Also includes mathematics content (`51 - Mathematics`) to match the scope of existing code datasets.
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## 🏆 Performance
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