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         <aside>We are extremely thankful to the whole <a href="https://distill.pub/">distill.pub</a> team (Christopher Olah, Shan Carter, Ludwig Schubert in particular) for creating the template on which we based this blog post. Thanks also for inspiring us with exquisitely crafted articles and blog posts.</aside>
 
-        <p>In this report we also introduce <a href="https://huggingface.co/datasets/HuggingFaceFW/fineweb-edu"><strong>📚 FineWeb-Edu</strong></a>, a subset of FineWeb constructed using scalable high-quality synthetic annotations for educational value, and which outperforms all openly accessible web-datasets on a number of educational benchmarks such as MMLU, ARC, and OpenBookQA.
-        <a href="https://huggingface.co/datasets/HuggingFaceFW/fineweb-edu">📚 FineWeb-Edu</a> is available in two sizes/filtering-level: <strong>1.3 trillion (very high educational content) and 5.4 trillion (high educational content) tokens</strong> (all tokens are measured with GPT2 tokenizer <d-cite bibtex-key="radford2019language"></d-cite>). 📚 FineWeb-Edu outperforms all existing public web datasets, with models pretrained on it showing notable improvements on knowledge- and reasoning-intensive benchmarks like MMLU, ARC, and OpenBookQA. You can
+        <p>In this report we also introduce <a href="https://huggingface.co/datasets/HuggingFaceFW/fineweb-edu"><strong>📚 FineWeb-Edu</strong></a>, a subset of FineWeb constructed using scalable automated high-quality annotations for educational value, and which outperforms all openly accessible web-datasets on a number of educational benchmarks such as MMLU, ARC, and OpenBookQA.
+        <a href="https://huggingface.co/datasets/HuggingFaceFW/fineweb-edu">📚 FineWeb-Edu</a> is available in two sizes/filtering-level: <strong>1.3 trillion (very high educational content) and 5.4 trillion (high educational content) tokens</strong> (all tokens are measured with GPT2 tokenizer <d-cite bibtex-key="radford2019language"></d-cite>). You can
         download it <a href="https://huggingface.co/datasets/HuggingFaceFW/fineweb-edu">here</a>.</p>
     <p>Both datasets are released under the permissive <a href="https://opendatacommons.org/licenses/by/1-0/">ODC-By 1.0 license</a></p>