Update README

README.md

@@ -56,13 +56,13 @@ tags:
 - llm
 ---
 
-# MathText
+# AutoMathText
 
-MathText is an extensive and carefully curated dataset encompassing **200 GB** of mathematical texts. It's a unique compilation sourced from a diverse range of platforms including various websites, arXiv, and GitHub (OpenWebMath, RedPajama, Algebraic Stack). This rich repository has been **autonomously selected (labeled) by the state-of-the-art open-sourced language model**, Qwen-72B. Each piece of content in the dataset is assigned **a score `lm_q1q2_score` within the range of [0, 1]**, reflecting its relevance, quality and educational value in the context of mathematical intelligence.
+AutoMathText is an extensive and carefully curated dataset encompassing **200 GB** of mathematical texts. It's a unique compilation sourced from a diverse range of platforms including various websites, arXiv, and GitHub (OpenWebMath, RedPajama, Algebraic Stack). This rich repository has been **autonomously selected (labeled) by the state-of-the-art open-sourced language model**, Qwen-72B. Each piece of content in the dataset is assigned **a score `lm_q1q2_score` within the range of [0, 1]**, reflecting its relevance, quality and educational value in the context of mathematical intelligence.
 
 ## Objective
 
-The primary aim of the MathText dataset is to provide a comprehensive and reliable resource for a wide array of users - from academic researchers and educators to AI practitioners and mathematics enthusiasts. This dataset is particularly geared towards:
+The primary aim of the AutoMathText dataset is to provide a comprehensive and reliable resource for a wide array of users - from academic researchers and educators to AI practitioners and mathematics enthusiasts. This dataset is particularly geared towards:
 
 - Facilitating advanced research in **the intersection of mathematics and artificial intelligence**.
 - Serving as an educational tool for **learning and teaching complex mathematical concepts**.
@@ -77,12 +77,12 @@ The primary aim of the MathText dataset is to provide a comprehensive and reliab
 
 ## References
 
-- OpenWebMath [(link)]()
-- Redpajama [(link)]()
-- Algebraick Stack [(link)]()
+- OpenWebMath [[link]](https://huggingface.co/datasets/open-web-math/open-web-math)
+- Redpajama [[link]](https://huggingface.co/datasetstogethercomputer/RedPajama-Data-1T)
+- Algebraick Stack [[link]](https://huggingface.co/datasets/EleutherAI/proof-pile-2) (a subset of Proof-Pile-2)
 
 ## Citation 
-We appreciate your use of MathText in your work. If you find this repository helpful, please consider citing it and star this repo. Feel free to contact [email protected] or open an issue if you have any questions.
+We appreciate your use of AutoMathText in your work. If you find this repository helpful, please consider citing it and star this repo. Feel free to contact [email protected] or open an issue if you have any questions.
 
 ```bibtex
 @misc{automathtext2024,