Update README.md

README.md

@@ -19,8 +19,8 @@ license: cc-by-4.0
 
 ### Dataset Summary
 
-The CA-EN Parallel Corpus is a Catalan-English dataset of **14.967.979** parallel sentences. The dataset was created to support Catalan in NLP tasks, specifically 
-Machine Translation.
+The CA-EN Parallel Corpus is a Catalan-English dataset of **14.967.979** parallel sentences. 
+The dataset was created to support Catalan in NLP tasks, specifically Machine Translation.
 
 ### Supported Tasks and Leaderboards
 
@@ -52,7 +52,7 @@ Each example contains the following 7 fields:
 * ca_prob: Language probability for the Catalan sentence calculated with the language detector [lingua.py](https://github.com/pemistahl/lingua-py)
 * en_prob: Language probability for the English sentence calculated with the language detector [lingua.py](https://github.com/pemistahl/lingua-py)
 * alignment: Sentence pair alignment score calculated with [LaBSE](https://huggingface.co/sentence-transformers/LaBSE)
-* Domain: Domain (see List of domains)
+* Domain: Domain (see list of domains)
 * Type: Text type (see list of text types)
 
 #### Example:
@@ -122,7 +122,9 @@ GEN: Prose, generic type of text (985.761)
 ### Data Splits
 
 The dataset contains a single split: `train`.
-Individual domain or style specific subsets can be extracted from the original dataset by filtering by the previously mentioned domains and text types.
+
+Individual domain or style specific subsets can be extracted from the original dataset 
+by filtering by the previously mentioned domains and text types.
 
 ## Dataset Creation
 
@@ -134,13 +136,13 @@ This dataset is aimed at promoting the development of Machine Translation betwee
 
 #### Initial Data Collection and Normalization
 
-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.
+The data is a 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 partially Catalan authentic text translated into English and partially authentic English text translated into Catalan.
 
 The data was obtained through a combination of human translation and machine translation with human proofreading.
 
-The obtained corpus consists of **14.967.979** parallel sentences of human quality.
+The obtained corpus consists of **14.967.979** parallel sentences.
 
 #### Who are the source language producers?
 
@@ -164,7 +166,8 @@ No anonymisation process was performed.
 
 ### Social Impact of Dataset
 
-By providing this resource, we intend to promote the use of Catalan across NLP tasks, thereby improving the accessibility and visibility of the Catalan language.
+By providing this resource, we intend to promote the use of Catalan across NLP tasks, 
+thereby improving the accessibility and visibility of the Catalan language.
 
 ### Discussion of Biases