Update README.md

README.md

@@ -12,7 +12,8 @@ pretty_name: SumPubmed
 - **Repository:** [https://github.com/vgupta123/sumpubmed](https://github.com/vgupta123/sumpubmed) 
 - **Paper:** [More Information Needed](https://vgupta123.github.io/docs/121_paper.pdf)
 
-## Description of datasets processing
-5 rows were dropped from the original dataset taken from KAGGLE as they were missing the respective 'shorter_abstract' texts. 
-The 'line_text' and 'filename_text' columns were left untouched while the remaining ones were processed to remove the '\n' (many receptions of those in the original text), '<dig>', '<cit>', 'BACKGROUND', 'RESULTS' and 'BACKGROUND' strings which were deemed not necessary for the purpose of summarization. Additionally, extra spaces and spaces before punctuations were fixed.
+## Description of dataset processing
+5 rows were dropped from the original dataset taken from KAGGLE as they were missing the respective 'shorter_abstract' entries.
+
+The 'line_text' and 'filename_text' columns were left untouched while the remaining ones were processed to remove the '\n' (many repetitions of those present in the original dataset), '\<dig\>', '\<cit\>', 'BACKGROUND', 'RESULTS' and 'BACKGROUND' matching strings which were deemed not necessary for the purpose of summarization. Additionally, extra spaces were removed and spacing around punctuations was fixed.