Update README.md

README.md

@@ -36,7 +36,7 @@ dataset_info:
 
 ### Dataset Summary
 
-This dataset is one of the two datasets published by \textit{Honey, I Shrunk the Language: Language Model Behavior at Reduced Scale}. 
+This dataset is one of the two datasets published by "Honey, I Shrunk the Language: Language Model Behavior at Reduced Scale". 
 The dataset available at this link is the pre-training data constrained by vocabulary. The other published data i.e. the pre-training data that is not constrained by vocabulary is available at https://huggingface.co/datasets/text-machine-lab/unconstrained_language.
 
 The vocabulary used for curating the data is constructed from the AOChildes corpus (https://www.sciencedirect.com/science/article/abs/pii/S0079742121000256). The AOChildes corpus consists of transcripts of child-directed speech. Hence, the vocabulary constructed from AOChildes corpus consists of words spoken or heard by children of age six years or younger.
@@ -46,13 +46,13 @@ The vocabulary is then used to filter the widely used text corpora,
 - BookCorpus: https://ieeexplore.ieee.org/document/7410368,
 - Wikipedia: https://huggingface.co/datasets/wikipedia,
 - Simplified-Wikipedia: https://simple.wikipedia.org/wiki/Main_Page,
-- Childrens' Book Test Corpus: https://arxiv.org/abs/1511.02301
+- Children's Book Test Corpus: https://arxiv.org/abs/1511.02301
 
-From above corpora, only those spans are included in the that that constains words only from the predefined vocabulary. The dataset includes 44 million sentences (~6 million sequences of ~128 tokens) and 3 million contiguous spans with approximately 128 tokens.
+From the above corpora, only those spans are included that contain words only from the predefined vocabulary. The dataset includes 44 million sentences (~6 million sequences of ~128 tokens) and 3 million contiguous spans with approximately 128 tokens.
 
 ### Languages
 
-The dataset contains English language only.
+The dataset contains the English language only.
 
 ## Dataset Structure
 
@@ -64,7 +64,7 @@ Every data instance has only one key "Text" that included a text span of approxi
 
 ### Citation Information
 
-```
+```sh
 @article{deshpande2023honey,
   title={Honey, I Shrunk the Language: Language Model Behavior at Reduced Scale},
   author={Deshpande, Vijeta and Pechi, Dan and Thatte, Shree and Lialin, Vladislav and Rumshisky, Anna},