update titles

README.md

@@ -30,7 +30,7 @@ dataset_info:
 [Keiran Paster](https://keirp.com)\*, [Marco Dos Santos](#)\*, [Zhangir Azerbayev](https://zhangir-azerbayev.github.io/), [Jimmy Ba](https://jimmylba.github.io/)
 
 
-**OpenWebMath** is a dataset containing the majority of the high-quality, mathematical text from the internet. It is filtered and extracted from over 200B HTML files on Common Crawl down to a set of **6.3 million documents** containing **14.7B tokens**. OpenWebMath is intended for use in *pretraining* and *finetuning* large language models.
+**OpenWebMath** is a dataset containing the majority of the high-quality, mathematical text from the internet. It is filtered and extracted from over 200B HTML files on Common Crawl down to a set of **6.3 million documents** containing a total of **14.7B tokens**. OpenWebMath is intended for use in *pretraining* and *finetuning* large language models.
 
 You can download the dataset using Hugging Face:
 
@@ -44,7 +44,7 @@ Important Links:
 - [GitHub Repository](...)
 - [Paper Twitter Thread](...)
 
-# Dataset Contents
+# OpenWebMath Contents
 
 The dataset is structured as follows:
 
@@ -72,9 +72,7 @@ OpenWebMath contains documents from over 130k different domains, including data
 | blogspot.com          | 520,392,333  | 1.07%        |
 | mathoverflow.net      | 499,102,560  | 1.02%        |
 
-<!-- <img src="imgs/contents_pie_chart.png" alt="Content Distribution of OpenWebMath by Type and Subject"> -->
-
-# Dataset Pipeline
+# OpenWebMath Pipeline
 
 <img src="imgs/pipeline.png" alt="Overview of the OpenWebMath Pipeline">