Update README.md

README.md

@@ -17,7 +17,7 @@ pipeline_tag: text-generation
   [![License](https://img.shields.io/badge/License-Apache%202.0-green)](LICENSE)
   [![Website](https://img.shields.io/badge/Website-datarus.ai-orange)](https://datarus.ai)
   [![Demo](https://img.shields.io/badge/Demo-Try%20Now-purple)](https://chat.datarus.ai)
-  [![Paper](https://img.shields.io/badge/Paper-arXiv-red)](https://arxiv.org/abs/XXXX.XXXXX)
+  [![Paper](https://img.shields.io/badge/Paper-arXiv-red)](https://arxiv.org/abs/2508.13382)
 </div>
 
 ## 🚀 Overview
@@ -36,7 +36,7 @@ pipeline_tag: text-generation
 - 🌐 **Website**: [https://datarus.ai](https://datarus.ai)
 - 💬 **Try the Demo**: [https://chat.datarus.ai](https://chat.datarus.ai)
 - 🛠️ **Jupyter Agent**: [GitHub Repository](https://github.com/DatarusAI/Datarus-JupyterAgent)
-- 📄 **Paper**: [Datarus-R1: An Adaptive Multi-Step Reasoning LLM](https://arxiv.org/abs/XXXX.XXXXX)
+- 📄 **Paper**: [Datarus-R1: An Adaptive Multi-Step Reasoning LLM](https://arxiv.org/abs/2508.13382)
 
 ## 📊 Performance
 
@@ -95,7 +95,7 @@ pipeline_tag: text-generation
 @article{benchaliah2025datarus,
   title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis},
   author={Ben Chaliah, Ayoub and Dellagi, Hela},
-  journal={arXiv preprint arXiv:XXXX.XXXXX},
+  journal={arXiv preprint arXiv:2508.13382},
   year={2025}
 }
 ```