Update README.md

README.md

@@ -17,7 +17,7 @@ size_categories:
   <img src="prox-teaser.png">
 </p>
 
-[ArXiv](http://arxiv.org/abs/xxxx) | [Models](https://huggingface.co/collections/gair-prox/prox-general-models-65f1674f0607712c4d6eec76) | [Code](https://github.com/GAIR-NLP/ProX)
+[ArXiv](http://arxiv.org/abs/2409.17115) | [Models](https://huggingface.co/collections/gair-prox/prox-general-models-65f1674f0607712c4d6eec76) | [Code](https://github.com/GAIR-NLP/ProX)
 
 fineweb-pro is refined from [fineweb](https://huggingface.co/datasets/HuggingFaceFW/fineweb)(350BT sample) using the **ProX** refining framework.
 It contains about 100B high quality tokens, ready for general language model pre-training.
@@ -28,6 +28,10 @@ fineweb-pro is based on fineweb, which is made available under an ODC-By 1.0 lic
 
 ### Citation
 ```
-@misc{TBD
+@article{zhou2024programming,
+  title={Programming Every Example: Lifting Pre-training Data Quality like Experts at Scale},
+  author={Zhou, Fan and Wang, Zengzhi and Liu, Qian and Li, Junlong and Liu, Pengfei},
+  journal={arXiv preprint arXiv:2409.17115},
+  year={2024}
 }
 ```