Update README.md

README.md

@@ -86,9 +86,9 @@ MilkQA is a dataset of dense questions for the task of answer selection. It cont
 
 The dataset currently contains 2,657 anonymized pairs of questions and answers and is organized in three partitions: training, development and tests, that contains 2,307, 50 and 300 questions, respectively. Each question is associated to a pool of 50 candidate answers where only one answer is correct.
 
-MilkQA is composed of challenging questions that are different from those typically approached in Question Answering. In our work, we call them consumer questions. These questions usually occur in situations where people seek solutions for some problem and present very particular characteristics, such as the larger size and the lack of objectivity.
+MilkQA is composed of challenging questions that are different from those typically approached in Question Answering. In their work, they call them consumer questions. These questions usually occur in situations where people seek solutions for some problem and present very particular characteristics, such as the larger size and the lack of objectivity.
 
-Details about MilkQA are provided in the paper referenced below. Please, if you use the dataset, consider citing this paper (available at https://arxiv.org/abs/1801.03460).
+Details about MilkQA are provided in the paper referenced below. Please, if you use the dataset, consider citing their paper (available at https://arxiv.org/abs/1801.03460).
 
 
 ## Citation