Update README.md

README.md

@@ -544,15 +544,16 @@ The dataset is released under the **Open Data Commons Attribution License (ODC-B
 We plan to work on better educational classifier to improve the quality of FineWeb-Edu.
 
 ### Citation Information
+
 You can cite our paper https://arxiv.org/abs/2406.17557 or this dataset:
+
 ```
-@software{lozhkov2024fineweb-edu,
-  author = {Lozhkov, Anton and Ben Allal, Loubna and von Werra, Leandro and Wolf, Thomas},
-  title = {FineWeb-Edu},
-  month = May,
-  year = 2024,
-  doi = { 10.57967/hf/2497 },
-  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 }
 }
-
 ```