Update README.md (#2)

- Update README.md (166e72413e23ff6a8919780d93ecb9685ecb5798)

README.md

@@ -40,4 +40,24 @@ configs:
     path: queries/test-*
   - split: train
     path: queries/train-*
+license: mit
+language:
+- fr
+pretty_name: Alloprof
 ---
+
+### Description
+This dataset was built upon [Alloprof](https://arxiv.org/abs/2302.07738) Q&A dataset, negative samples were created using BM25. Please refer to our paper for more details. 
+
+### Citation
+If you use this dataset in your work, please consider citing:
+```
+@misc{ciancone2024extending,
+      title={Extending the Massive Text Embedding Benchmark to French}, 
+      author={Mathieu Ciancone and Imene Kerboua and Marion Schaeffer and Wissam Siblini},
+      year={2024},
+      eprint={2405.20468},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL}
+}
+```