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@@ -544,7 +544,7 @@ The dataset is released under the **Open Data Commons Attribution License (ODC-B
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  We plan to work on better educational classifier to improve the quality of FineWeb-Edu.
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  ### Citation Information
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- You can cite out paper https://arxiv.org/abs/2406.17557 or this dataset:
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  ```
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  @software{lozhkov2024fineweb-edu,
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  author = {Lozhkov, Anton and Ben Allal, Loubna and von Werra, Leandro and Wolf, Thomas},
 
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  We plan to work on better educational classifier to improve the quality of FineWeb-Edu.
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  ### Citation Information
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+ You can cite our paper https://arxiv.org/abs/2406.17557 or this dataset:
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  ```
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  @software{lozhkov2024fineweb-edu,
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  author = {Lozhkov, Anton and Ben Allal, Loubna and von Werra, Leandro and Wolf, Thomas},