Update README.md

README.md

@@ -123,8 +123,6 @@ This model has been fine-tuned on the downstream tasks of the [Catalan Language
 | CatalanQA | QA  | 21,427  | 17,135 | 2,157 | 2,135 |
 | XQuAD-ca  | QA  |   -     |   -    |   -   | 1,189 |
 
-
-
 ### Evaluation results
 
 This is how it compares to its teacher when fine-tuned on the aforementioned downstream tasks:
@@ -132,7 +130,7 @@ This is how it compares to its teacher when fine-tuned on the aforementioned dow
 |      Model  \  Task     |NER (F1)|POS (F1)|STS-ca (Comb)|TeCla (Acc.)|TEca (Acc.)|CatalanQA (F1/EM)| XQuAD-ca <sup>1</sup> (F1/EM) | 
 | ------------------------|:-------|:-------|:------------|:-----------|:----------|:----------------|:------------------------------|
 | RoBERTa-base-ca-v2      | 89.29  | 98.96  | 79.07       | 74.26      | 83.14     | 89.50/76.63     | 73.64/55.42                   |
-| DistilRoBERTa-base-ca-v2| xx.xx  | xx.xx  | xx.xx       | xx.xx      | xx.xx     | xx.xx/xx.xx     | xx.xx/xx.xx                   |
+| DistilRoBERTa-base-ca   | 87.88  | 98.83  | 77.26       | 73.20      | 76.00     | 84.07/70.77     | xx.xx/xx.xx                   |
 
 <sup>1</sup> : Trained on CatalanQA, tested on XQuAD-ca.
 
@@ -160,8 +158,28 @@ This work was funded by the [Departament de la Vicepresidència i de Polítiques
 
 ### Citation information
 
+There is no publication for this specific model, but you can cite the paper where the teacher model was presented:
+
 ```bibtex
-[TODO: add bibtext citation here]
+@inproceedings{armengol-estape-etal-2021-multilingual,
+    title = "Are Multilingual Models the Best Choice for Moderately Under-resourced Languages? {A} Comprehensive Assessment for {C}atalan",
+    author = "Armengol-Estap{\'e}, Jordi  and
+      Carrino, Casimiro Pio  and
+      Rodriguez-Penagos, Carlos  and
+      de Gibert Bonet, Ona  and
+      Armentano-Oller, Carme  and
+      Gonzalez-Agirre, Aitor  and
+      Melero, Maite  and
+      Villegas, Marta",
+    booktitle = "Findings of the Association for Computational Linguistics: ACL-IJCNLP 2021",
+    month = aug,
+    year = "2021",
+    address = "Online",
+    publisher = "Association for Computational Linguistics",
+    url = "https://aclanthology.org/2021.findings-acl.437",
+    doi = "10.18653/v1/2021.findings-acl.437",
+    pages = "4933--4946",
+}]
 ```
 
 ### Disclaimer