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Overwrite defaults + add visible note

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  1. README.md +2 -0
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@@ -182,6 +182,7 @@ dataset_citation: "@article{mirza2025chempile0,\n title = {ChemPile: A 250GB
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  [![Dataset](https://img.shields.io/badge/🤗%20Hugging%20Face-Dataset-yellow)](https://huggingface.co/datasets/jablonkagroup/chempile-education)
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  [![License: CC BY-NC-SA 4.0](https://img.shields.io/badge/License-CC%20BY--NC--SA%204.0-lightgrey.svg)](https://creativecommons.org/licenses/by-nc-sa/4.0/)
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  [![Paper](https://img.shields.io/badge/📄-Paper-red)](https://arxiv.org/abs/2505.12534)
 
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  *A comprehensive chemistry education dataset containing 129.26M+ tokens from diverse educational sources*
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@@ -385,6 +386,7 @@ If you use this dataset in your research, please cite:
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  ## 👥 Contact & Support
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  - **Paper**: [arXiv:2505.12534](https://arxiv.org/abs/2505.12534)
 
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  - **Dataset**: [Hugging Face](https://huggingface.co/datasets/jablonkagroup/chempile-education)
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  - **Issues**: Please report data issues or questions via the Hugging Face dataset page
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  [![Dataset](https://img.shields.io/badge/🤗%20Hugging%20Face-Dataset-yellow)](https://huggingface.co/datasets/jablonkagroup/chempile-education)
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  [![License: CC BY-NC-SA 4.0](https://img.shields.io/badge/License-CC%20BY--NC--SA%204.0-lightgrey.svg)](https://creativecommons.org/licenses/by-nc-sa/4.0/)
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  [![Paper](https://img.shields.io/badge/📄-Paper-red)](https://arxiv.org/abs/2505.12534)
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+ [![Website](https://img.shields.io/badge/🌐-Website-green)](https://chempile.lamalab.org/)
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  *A comprehensive chemistry education dataset containing 129.26M+ tokens from diverse educational sources*
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  ## 👥 Contact & Support
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  - **Paper**: [arXiv:2505.12534](https://arxiv.org/abs/2505.12534)
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+ - **Website**: [ChemPile Project](https://chempile.lamalab.org/)
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  - **Dataset**: [Hugging Face](https://huggingface.co/datasets/jablonkagroup/chempile-education)
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  - **Issues**: Please report data issues or questions via the Hugging Face dataset page
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