Update README.md

README.md

@@ -1,3 +1,32 @@
----
-license: cc-by-4.0
----
+---
+license: cc-by-4.0
+task_categories:
+- token-classification
+language:
+- fr
+---
+# WikiNER-fr-gold
+
+This dataset is a manually revised version of 20% of the French proportion of [WikiNER](https://doi.org/10.1016/j.artint.2012.03.006). 
+The original dataset is currently available [here](https://figshare.com/articles/dataset/Learning_multilingual_named_entity_recognition_from_Wikipedia/5462500), based on which WikiNER-fr-gold is created.
+
+The dataset is formatted in CoNLL style with three columns: text, POS and NER. 
+The entities are annotated using the BIOES scheme.
+The POS tags are not revised i.e. remain the same as the original dataset.
+
+For more information on the revision details, please refer to our paper [WikiNER-fr-gold: A Gold-Standard NER Corpus](https://arxiv.org/abs/2411.00030).
+
+## Citation
+
+
+```
+@misc{cao2024wikinerfrgoldgoldstandardnercorpus,
+      title={WikiNER-fr-gold: A Gold-Standard NER Corpus}, 
+      author={Danrun Cao and Nicolas Béchet and Pierre-François Marteau},
+      year={2024},
+      eprint={2411.00030},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2411.00030}, 
+}
+```