Update README.md

README.md

@@ -11,9 +11,12 @@ size_categories:
 ### Dataset Summary
 
 The Turku WebQA dataset is a Finnish Question-Answer dataset that has been extracted from different CommonCrawl sources (Parsebank, mC4-Fi, CC-Fi). 
-It has 237,000 question-answer pairs (altogether 290,000 questions, but not all have an answer). The questions with no answers can be discarded by taking out the rows with None (null).
+
+The dataset has 237,000 question-answer pairs (altogether 290,000 questions, but not all have an answer). The questions with no answers can be discarded by taking out the rows with None (null).
 The codebase as well as the raw data can be found on [GitHub](https://github.com/TurkuNLP/register-qa).
 
+The extracted question-answer pairs include various topics from the source corpora, some of which are explored in the paper for which the citing information can be found below.
+
 ### Data Fields
 
 - `source`: a `string` feature. Tells whether the question-answer pair is extracted from Parsebank, mC4-Fi or CC-Fi.
@@ -21,7 +24,7 @@ The codebase as well as the raw data can be found on [GitHub](https://github.com
 - `question`: a `string` feature.
 - `answer`: a `string` feature. Can also be None (null).
 
-### Manual evalution of the pairs
+### Manual Evalution of the Pairs
 
 To get an idea on how good the extracted pairs were, a sample was annotated for noisy artefacts, insufficient answers and missing context. 
 The evaluation showed that there is variation between the different source corpora.
@@ -34,7 +37,6 @@ The evaluation showed that there is variation between the different source corpo
 | Parsebank (N=22) | 0,23 | 0,14 | 0,07 |
 
 
-
 ### Citing
 
 Citing information coming soon!