Update README.md

README.md

@@ -11,4 +11,43 @@ tags:
 pretty_name: Local Urban Plans And Natural risks (LUPAN)
 size_categories:
 - 1K<n<10K
----
+---
+# Overview
+
+In France, urban planning and natural risk management operate the Local Land Plans (PLU – Plan Local d'Urbanisme) and the Natural risk prevention plans (PPRn – Plan de Prévention des Risques naturels) containing land use rules. To facilitate automatic extraction of the rules, we manually annotated a number of those documents concerning Montpellier, a rapidly evolving agglomeration exposed to natural risks. 
+
+We defined a format for labeled examples in which each entry includes title and subtitle. In addition, we proposed a hierarchical representation of class labels to generalize the use of our corpus. Our corpus, consisting of 1934 textual segments, each of which labeled by one of the 4 classes (Verifiable, Non-verifiable, Informative and Not pertinent) is the first corpus in the French language in the fields of urban planning and natural risk management.
+
+For more details please refer to our article:  https://www.nature.com/articles/s41597-023-02705-y
+
+# Example of use
+
+- https://entrepot.recherche.data.gouv.fr/file.xhtml?persistentId=doi:10.57745/EGGFEX&version=4.0
+
+# Citation
+
+To cite the data set please use:
+```
+@article{koptelov2023manually,
+  title={A manually annotated corpus in French for the study of urbanization and the natural risk prevention},
+  author={Koptelov, Maksim and Holveck, Margaux and Cremilleux, Bruno and Reynaud, Justine and Roche, Mathieu and Teisseire, Maguelonne},
+  journal={Scientific Data},
+  volume={10},
+  number={1},
+  pages={818},
+  year={2023},
+  publisher={Nature Publishing Group UK London}
+}
+ ```
+
+To cite the code please use:
+```
+@inproceedings{koptelov2023towards,
+  title={Towards a (Semi-) Automatic Urban Planning Rule Identification in the French Language},
+  author={Koptelov, Maksim and Holveck, Margaux and Cremilleux, Bruno and Reynaud, Justine and Roche, Mathieu and Teisseire, Maguelonne},
+  booktitle={2023 IEEE 10th International Conference on Data Science and Advanced Analytics (DSAA)},
+  pages={1--10},
+  year={2023},
+  organization={IEEE}
+}
+```