Update README.md

README.md

@@ -56,6 +56,7 @@ tags:
 Magnetic field simulation dataset generated by webXOS MAGNET DATASETS v4.0. This dataset contains simulated magnetic field measurements for various magnet configurations.
 
 (use the generator located in the /generator/ folder to create your own similar datasets)
+
 ### Supported Tasks and Leaderboards
 
 - Magnetic field prediction
@@ -127,15 +128,11 @@ Apache 2.0
 ### Citation Information
 
 ```bibtex
-@dataset{webxos_magnet_2026,
-  title = {Magnetic Field Dataset},
+@dataset{webxos_magnet_dataset,
+  title = {Magnet Dataset},
   author = {webXOS},
   year = {2026},
-  publisher = {Hugging Face},
+  publisher = {webXOS for HF},
   version = {4.0.0}
 }
 ```
-
-### Contributions
-
-Thanks to the webXOS team for creating this dataset.