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README.md

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 Hi, I am a magpie 🐦!
 
-🕸️ **Project Web**: [https://magpie-align.github.io/](https://magpie-align.github.io/)
+🕸️ **Project Website**: [https://magpie-align.github.io/](https://magpie-align.github.io/)
 
 📄 **Technical Report**: [https://arxiv.org/abs/2406.08464](https://arxiv.org/abs/2406.08464)
 
+🤗 **HF Paper Page**: [https://huggingface.co/papers/2406.08464](https://huggingface.co/papers/2406.08464)
+
 😬 **Codes**: [https://github.com/magpie-align/magpie](https://github.com/magpie-align/magpie)
 
-You can try the Magpie demo [🤗 here](https://huggingface.co/spaces/davanstrien/magpie) to generate instruction-response pairs. Thanks a lot for the quick implementation!
+You can try the Magpie demo [🤗 here](https://huggingface.co/spaces/davanstrien/magpie) to generate instruction-response pairs. Thanks a lot for the quick implementation from @davanstrien!
 
 🚧 We are still working on some dataset & model cards. Stay tuned!