Update README.md

README.md

@@ -244,19 +244,18 @@ There is no personal or sensitive information
 
 From the paper:
 
->**Quantitying grammatical errors**
-We ask two expert annotators to correct grammatical errors in a sample of 9900 captions, 900 of which are shared between the two annotators.
+>**Quantitying grammatical errors:** We ask two expert annotators to correct grammatical errors in a sample of 9900 captions, 900 of which are shared between the two annotators.
 > The annotators are shown the image caption pairs and they are asked to edit the caption whenever they identify a grammatical error.
-The most common errors reported by the annotators are:
+>The most common errors reported by the annotators are:
 >- Misuse of prepositions
 >- Wrong verb conjugation
 >- Pronoun omissions
 
-In order to quantify the extent to which the corrected captions differ from the original ones, we compute the Levenshtein distance (Levenshtein, 1966) between them.
-We observe that 22.5\%  of the sample has been edited and only 5\% with a Levenshtein distance greater than 10. This suggests a reasonable 
-level of grammatical quality overall, with no  substantial grammatical problems. This can also be observed from the Levenshtein distance 
-distribution reported in Figure 2. Moreover, the human evaluation is quite reliable as we observe a moderate inter-annotator agreement 
-(alpha = 0.507, (Krippendorff, 2018) computed over the shared sample.
+>In order to quantify the extent to which the corrected captions differ from the original ones, we compute the Levenshtein distance (Levenshtein, 1966) between them.
+>We observe that 22.5\%  of the sample has been edited and only 5\% with a Levenshtein distance greater than 10. This suggests a reasonable 
+>level of grammatical quality overall, with no  substantial grammatical problems. This can also be observed from the Levenshtein distance 
+>distribution reported in Figure 2. Moreover, the human evaluation is quite reliable as we observe a moderate inter-annotator agreement 
+>(alpha = 0.507, (Krippendorff, 2018) computed over the shared sample.
 
 ### Dataset Curators