Update README.md

README.md

@@ -43,14 +43,12 @@ task_ids: []
 
 ### Dataset Summary
 
-The CA-PT Parallel Corpus is a Catalan-Portuguese dataset of **9 892 953** parallel sentences. The dataset was created to support Catalan NLP tasks, e.g., Machine Translation.
+The CA-PT Parallel Corpus is a Catalan-Portuguese dataset of **9.892.953** parallel sentences. The dataset was created to support Catalan NLP tasks, e.g., Machine Translation.
 
 ### Supported Tasks and Leaderboards
 
 The dataset can be used to train a model for Multilingual Machine Translation. Success on this task is typically measured by achieving a high BLEU score.
 
-This dataset was used to train Projecte Aina’s Catalan-Portuguese machine translation model [projecte-aina/mt-aina-ca-pt](https://huggingface.co/projecte-aina/mt-aina-ca-pt)
-
 ### Languages
 
 The texts in the dataset are in Catalan and Portuguese.
@@ -59,9 +57,9 @@ The texts in the dataset are in Catalan and Portuguese.
 
 Two separated txt files are provided with the sentences sorted in the same order:
 
-- ca-pt_2023_09_01_full.ca: contains 9 892 953 Catalan sentences
+- ca-pt_2023_09_01_full.ca: contains 9.892.953 Catalan sentences
 
-- ca-pt_2023_09_01_full.pt: contains 9 892 953 Portuguese sentences
+- ca-pt_2023_09_01_full.pt: contains 9.892.953 Portuguese sentences
 
 ### Data Splits
 
@@ -96,7 +94,7 @@ The remaining **3.733.322** sentences are synthetic parallel data created from a
 
  All datasets are deduplicated and filtered to remove any sentence pairs with a cosine similarity of less than 0.75.
  This is done using sentence embeddings calculated using [LaBSE](https://huggingface.co/sentence-transformers/LaBSE).
- The filtered datasets are then concatenated to form a final corpus of 6.159.631 and before training the punctuation is normalized using a modified version of the join-single-file.py script from [SoftCatalà](https://github.com/Softcatala/nmt-models/blob/master/data-processing-tools/join-single-file.py)
+ The filtered datasets are then concatenated to form a final corpus of **9.892.953** parallel sentences and before training the punctuation is normalized using a modified version of the join-single-file.py script from [SoftCatalà](https://github.com/Softcatala/nmt-models/blob/master/data-processing-tools/join-single-file.py)
 
 ### Personal and Sensitive Information