Update README.md

README.md

@@ -57,11 +57,8 @@ The texts in the dataset are in Catalan and English.
 
 ## Dataset Structure
 
-Two separated txt files are provided with the sentences sorted in the same order:
+The dataset is a single tsv file where each row contains a paralle sentence pair.
 
-- ca-en_clean.ca: contains 14.385.296 Catalan sentences.
-
-- ca-en_clean.en: contains 14.385.296 Portuguese sentences.
 
 ### Data Splits
 
@@ -71,13 +68,13 @@ The dataset contains a single split: `train`.
 
 ### Source Data
 
-The The data is a brand new collection of parallel sentences in Catalan and English partially derived from web crawlings and belonging to a  mix of different domains and styles.
+The The data is a brand new collection of parallel sentences in Catalan and English partially derived from web crawlings and belonging to a mix of different domains and styles.
 The source data is Catalan authentic text translated to English or authentic English text translated to Catalan.
 
 ### Data preparation
 
- The data was obtained through a combination of machine and human translation with human proofreading.
- After the translation proicess, the data was deduplicated and filtered to remove any sentence pairs with a cosine similarity of less than 0.75 in order to improve the data alignment quality.
+ The data was obtained through a combination of  human translation and machine translation with human proofreading.
+ After the translation process, the data was deduplicated and filtered to remove any sentence pairs with a cosine similarity of less than 0.75 in order to improve the data alignment quality.
  This was done using sentence embeddings calculated using [LaBSE](https://huggingface.co/sentence-transformers/LaBSE).
  The obtained cleaned corpus consists of **14.385.296** parallel sentences of human quality.