Update README.md

README.md

@@ -310,26 +310,29 @@ If you run into any issues regarding feel free to post your questions or comment
 - [**Github Issues**](https://github.com/LeMaterial/lematerial/issues)
 
 ## Citation
-We are currently working on a pre-print to describe this dataset but for now the following can be cited:
+We are currently in the process of creating a pre-print to describe our methods, the materials fingerprint method and the dataset. For now however the following can be cited:
+
 ```
 @misc {lematerial_2024,
-	author = { {Martin Siron}, {Inel Djafar}, {Lucile Ritchie}, {Etienne Du-Fayet}, {Amandine Rosselo}, {Ali Ramlaoui}, {Leandro von Werra}, {Thomas Wolf}, {Alexandre Duval} },
-	title = { LeMat-BulkUnique Dataset },
-	year = 2024,
-	url = { https://huggingface.co/datasets/LeMaterial/LeMat-BulkUnique },
-	publisher = { Hugging Face }
+	author={ {Martin Siron}, {Inel Djafar}, {Lucile Ritchie}, {Etienne Du-Fayet}, {Amandine Rosselo}, {Ali Ramlaoui}, {Leandro von Werra}, {Thomas Wolf}, {Alexandre Duval} },
+	title={ LeMat-BulkUnique Dataset },
+	year=2024,
+	url={ https://huggingface.co/datasets/LeMaterial/LeMat-BulkUnique },
+	publisher={ Hugging Face }
 }
+```
 
+CC-BY-4.0 (license used for Materials Project, Alexandria, OQMD) requires proper acknowledgement. 
 
-If you use materials data which include (”mp-”) in the `immutable_id`, please cite the [Materials Project](https://pubs.aip.org/aip/apm/article/1/1/011002/119685/Commentary-The-Materials-Project-A-materials).
+Thus, if you use materials data which include (”mp-”) in the immutable_id, please cite the [Materials Project](https://pubs.aip.org/aip/apm/article/1/1/011002/119685/Commentary-The-Materials-Project-A-materials). 
 
-If you use materials data which include (”agm-”) in the `immutable_id`, please cite [Alexandria PBE](https://www.science.org/doi/10.1126/sciadv.abi7948) or [Alexandria PBESol, SCAN](https://www.nature.com/articles/s41597-022-01177-w).
+If you use materials data which include (”agm-”) in the immutable_id, please cite [Alexandria, PBE](https://www.science.org/doi/10.1126/sciadv.abi7948) or [Alexandria PBESol, SCAN](https://www.nature.com/articles/s41597-022-01177-w). 
 
-If you use materials data which include (”oqmd-”) in the `immutable_id`, please cite [OQMD](https://link.springer.com/article/10.1007/s11837-013-0755-4).
+If you use materials data which include (”oqmd-”) in the immutable_id, please cite [OQMD](https://link.springer.com/article/10.1007/s11837-013-0755-4). 
 
 Finally, if you make use of the Phase Diagram for visualization purposes, or the crystal viewer in the Materials Explorer, please acknowledge [Crystal Toolkit](https://github.com/materialsproject/crystaltoolkit).
 
-```
+
 
 ## License