Update README.md

README.md

@@ -43,10 +43,38 @@ For questions, concerns, clarifications, and issues, please contact [Joseph Marv
 When using datasets from this resource, you should cite the original dataset papers (reference included on the data card) on top of the UniversalCEFR paper.
 
 ```
-@article{imperial2025universalcefr,
-  title = {{UniversalCEFR: Enabling Open Multilingual Research on Language Proficiency Assessment}},
-  author = {Joseph Marvin Imperial and Abdullah Barayan and Regina Stodden and Rodrigo Wilkens and Ricardo Muñoz Sánchez and Lingyun Gao and Melissa Torgbi and Dawn Knight and Gail Forey and Reka R. Jablonkai and Ekaterina Kochmar and Robert Reynolds and Eugénio Ribeiro and Horacio Saggion and Elena Volodina and Sowmya Vajjala and Thomas François and Fernando Alva-Manchego and Harish Tayyar Madabushi},
-  journal = {arXiv preprint arXiv:2506.01419},
-  year = {2025},
-  url = {https://arxiv.org/abs/2506.01419}
+@inproceedings{imperial-etal-2025-universalcefr,
+    title = "{U}niversal{CEFR}: Enabling Open Multilingual Research on Language Proficiency Assessment",
+    author = "Imperial, Joseph Marvin  and
+      Barayan, Abdullah  and
+      Stodden, Regina  and
+      Wilkens, Rodrigo  and
+      Mu{\~n}oz S{\'a}nchez, Ricardo  and
+      Gao, Lingyun  and
+      Torgbi, Melissa  and
+      Knight, Dawn  and
+      Forey, Gail  and
+      Jablonkai, Reka R.  and
+      Kochmar, Ekaterina  and
+      Reynolds, Robert Joshua  and
+      Ribeiro, Eug{\'e}nio  and
+      Saggion, Horacio  and
+      Volodina, Elena  and
+      Vajjala, Sowmya  and
+      Fran{\c{c}}ois, Thomas  and
+      Alva-Manchego, Fernando  and
+      Tayyar Madabushi, Harish",
+    editor = "Christodoulopoulos, Christos  and
+      Chakraborty, Tanmoy  and
+      Rose, Carolyn  and
+      Peng, Violet",
+    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing",
+    month = nov,
+    year = "2025",
+    address = "Suzhou, China",
+    publisher = "Association for Computational Linguistics",
+    url = "https://aclanthology.org/2025.emnlp-main.491/",
+    doi = "10.18653/v1/2025.emnlp-main.491",
+    pages = "9714--9766",
+    ISBN = "979-8-89176-332-6"}
 ```