Update README.md

README.md

@@ -32,7 +32,18 @@ tags:
 - llm
 ---
 
+<div align="center">
+
 # StackMathQA
+
+StackMathQA: A Curated Collection of 2 Million Mathematical Questions and Answers Sourced from Stack Exchange
+
+[![Technical Report](https://img.shields.io/badge/Technical-Report-blue)]([https://arxiv.org/abs/2411.18104](https://stackmathqa.github.io/StackMathQA.pdf))
+[![Website](https://img.shields.io/badge/Project-Website-green)](https://stackmathqa.github.io)
+[![TemplateGSM](https://img.shields.io/badge/Huggingface-Datasets-blue)](https://huggingface.co/datasets/math-ai/StackMathQA)
+
+</div>
+
 StackMathQA is a meticulously curated collection of **2 million** mathematical questions and answers, sourced from various Stack Exchange sites. This repository is designed to serve as a comprehensive resource for researchers, educators, and enthusiasts in the field of mathematics and AI research.
 
 ## Configs
@@ -199,14 +210,15 @@ Source: Stack Exchange (Physics), Count: 179
 ```
 
 ## Citation
-We appreciate your use of StackMathQA 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.
+
+If you use StackMathQA in your research, please cite our technical report. We appreciate your support!
 
 ```bibtex
-@misc{stackmathqa2024,
-      title={StackMathQA: A Curated Collection of 2 Million Mathematical Questions and Answers Sourced from Stack Exchange}, 
+@techreport{zhang2024stackmathqa,
+      title={{StackMathQA: A Curated Collection of 2 Million Mathematical Questions and Answers Sourced from Stack Exchange}},
       author={Zhang, Yifan},
       year={2024},
-      publisher = {HuggingFace},
-      url = {https://huggingface.co/datasets/math-ai/StackMathQA}
+      institution={ASI Research},
+      howpublished={\url{https://stackmathqa.github.io/StackMathQA.pdf}},
 }
 ```