Update README.md

README.md

@@ -813,16 +813,16 @@ The dataset is released under the **Open Data Commons Attribution License (ODC-B
 
 We plan to not only continue but also expand our efforts to create open-source high quality training datasets and to improve 🍷 FineWeb itself in future iterations.
 
-### Citation Information
-
+## Citation Information
+Paper on [arXiv](https://arxiv.org/abs/2406.17557)
 ```
-@software{penedo2024fineweb,
-  author = {Penedo, Guilherme and Kydlíček, Hynek and von Werra, Leandro and Wolf, Thomas},
-  title = {FineWeb},
-  month = April,
-  year = 2024,
-  doi = { 10.57967/hf/2493 },
-  url = {https://huggingface.co/datasets/HuggingFaceFW/fineweb}
+@misc{penedo2024finewebdatasetsdecantingweb,
+      title={The FineWeb Datasets: Decanting the Web for the Finest Text Data at Scale}, 
+      author={Guilherme Penedo and Hynek Kydlíček and Loubna Ben allal and Anton Lozhkov and Margaret Mitchell and Colin Raffel and Leandro Von Werra and Thomas Wolf},
+      year={2024},
+      eprint={2406.17557},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL}
+      url={https://arxiv.org/abs/2406.17557}, 
 }
-
 ```