Update README.md

README.md

@@ -158,13 +158,13 @@ class ShardDataLoader:
 
 Original dataset is FineWeb-Edu by Hugging Face:
 ```bibtex
-@misc{HuggingFaceFW_fineweb-edu,
-  author = {Hugging Face FineWeb Team},
-  title = {FineWeb-Edu: Finest educational web data for LM pretraining},
-  year = {2024},
-  publisher = {Hugging Face},
-  journal = {Hugging Face Dataset},
-  howpublished = {\url{https://huggingface.co/datasets/HuggingFaceFW/fineweb-edu}}
+@misc{lozhkov2024fineweb-edu,
+    author       = { Lozhkov, Anton and Ben Allal, Loubna and von Werra, Leandro and Wolf, Thomas },  
+    title        = { FineWeb-Edu: the Finest Collection of Educational Content }, 
+    year         = 2024,  
+    url          = { https://huggingface.co/datasets/HuggingFaceFW/fineweb-edu },  
+    doi          = { 10.57967/hf/2497 },
+    publisher    = { Hugging Face }
 }
 ```
 If you use this sharded/tokenized representation, please cite the original creators of the FineWeb-Edu dataset.