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# π» EAI-Taxonomy Code w/ DCLM
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A high-quality code dataset curated from web data using taxonomy-based filtering, containing **
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## π― Dataset Overview
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This dataset is part of the [**Essential-Web**](https://huggingface.co/datasets/EssentialAI/essential-web) 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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**π‘ EAI-Taxonomy Code w/ DCLM** (
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## π Performance
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# π» EAI-Taxonomy Code w/ DCLM
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A high-quality code dataset curated from web data using taxonomy-based filtering, containing **100 billion tokens** of web code content.
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## π― Dataset Overview
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This dataset is part of the [**Essential-Web**](https://huggingface.co/datasets/EssentialAI/essential-web) 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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**π‘ EAI-Taxonomy Code w/ DCLM** (100B tokens): Documents targeting code documentation 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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## π Performance
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