Add contact and fixes

README.md

@@ -16,9 +16,11 @@ This model predicts the punctuation of Catalan language.
 
 The model restores the following punctuation markers: **"." "," "?" "-" ":"**
 
+Based on the work https://github.com/oliverguhr/fullstop-deep-punctuation-prediction
+
 ## Results
 
-The performance differs for the single punctuation markers as hyphens and colons, in many cases, are optional and can be substituted by either a comma or a full stop. The model achieves the following F1 scores for the different languages:
+The performance differs for the single punctuation markers as hyphens and colons, in many cases, are optional and can be substituted by either a comma or a full stop. The model achieves the following F1 scores for Catalan language:
 
 | Label         | CA    |
 | ------------- | ----- |
@@ -30,3 +32,7 @@ The performance differs for the single punctuation markers as hyphens and colons
 | -             | 0.89 |
 | macro average | 0.84 |
 
+## Contact
+
+Jordi Mas <jmas@softcatala.org>
+