Update README.md

README.md

@@ -6,18 +6,18 @@ language:
 size_categories:
 - 1K<n<10K
 ---
-To create this dataset, the test split of the Newsroom dataset (2) was filtered by using the code by Aumiller et al. (1) available at https://github.com/dennlinger/summaries/tree/main with the following settings: 
+To create this dataset, the test split of the Newsroom dataset (2) was filtered as follows:
+* The Cleaner by Aumiller et al. (1) available at https://github.com/dennlinger/summaries/tree/main was applied to the dataset with the following settings: 
 min_length_summary = 18; min_length_reference = 250; length_metric = "whitespace".
+* All article-summary pairs with density > 2 were removed. This means that all summaries contained in the dataset are more on the abstractive side.
 
-After filtering, 10k random saples were selected and kept in this dataset. All other samples were removed.
+After these filtering steps, 10k random saples were selected and kept in this dataset. All other samples were removed.
 
 Furthermore: 
-
-* all article-summary pairs with density > 2 were removed. This means that all summaries contained in the dataset are more on the abstractive side
   
-* each line break ("\n") contained in an article or a summary was replaced by an empty space (" ")
+* Each line break ("\n") contained in an article or a summary was replaced by an empty space (" ")
 
-* columns 'date', 'density_bin', 'url', 'compression', 'coverage_bin', 'coverage' and 'title' were removed from the dataset. Column 'summary' was renamed to 'reference-summary'.
+* Columns 'date', 'density_bin', 'url', 'compression', 'coverage_bin', 'coverage' and 'title' were removed from the dataset. Column 'summary' was renamed to 'reference-summary'.
 Column 'id' was added, and every sample was given the unique ID *newsroom-n*, with n starting from 1 and incrementing.
 
 * Following HTML escape strings found in the summaries were replaced by the corresponding unicode chatarchters: