Update README.md

README.md

@@ -20,6 +20,11 @@ Code: https://github.com/Franklin-Zhang0/Image-RL
 
 
 
+<!-- markdownlint-disable first-line-h1 -->
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+<!-- markdownlint-disable no-duplicate-header -->
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 <div align="center">
 <h1>🚀 ReasonGen-R1: Cot for Autoregressive Image generation models through SFT and RL</h1>
 
@@ -27,7 +32,7 @@ Code: https://github.com/Franklin-Zhang0/Image-RL
 
 <div align="center">
 
-  <a href="https://www.deepseek.com/" target="_blank">
+  <a href="https://aka.ms/reasongen" target="_blank">
     <img alt="Homepage" src="https://img.shields.io/badge/HomePage-blue" />
   </a>
   </a>
@@ -43,10 +48,9 @@ Code: https://github.com/Franklin-Zhang0/Image-RL
 <p align="center">
   <a href="#2-model-download"><b>📥 Model Download</b></a> |
   <a href="#3-quick-start"><b>⚡ Quick Start</b></a> |
-  <a href="#4-license"><b>📜 License</b></a> |
+  <a href="#4-acknowledgements"><b>📜 Acknowledgement</b></a> |
   <a href="#5-citation"><b>📖 Citation</b></a> <br>
   📄 <a href="xxxxxx"><b>Paper Link</b></a>
-  <!-- 🤗 Online Demo (<a href="https://huggingface.co/spaces/deepseek-ai/Janus-Pro-7B"><b>Janus-Pro-7B</b></a>, <a href="https://huggingface.co/spaces/deepseek-ai/Janus-1.3B"><b>Janus</b></a>, <a href="https://huggingface.co/spaces/deepseek-ai/JanusFlow-1.3B"><b>JanusFlow</b></a>) -->
 </p>
 
 ## 1. Introduction
@@ -64,11 +68,6 @@ Evaluations on Geneval, DPG, and the T2I benchmark demonstrate that ReasonGen-R1
  
 
 ## 2. Model Download
-
-We release ReasonGen-R1 to the public to support a broader and more diverse range of research within both academic and commercial communities.
-Please note that the use of this model is subject to the terms outlined in [License section](#5-license). Commercial usage is
-permitted under these terms.
-
 ### Huggingface
 
 | Model                 | Download                                                                    |
@@ -171,10 +170,10 @@ bash Image-RL/Janus/janus_rl.py
 ```
 
 
-## 5. Acknowledgements
+## 4. Acknowledgements
 We would like to thank <a href="https://github.com/volcengine/verl">Verl</a>, upon which our repo is built.
 
-## 4. Citation
+## 5. Citation
 
 ```bibtex
 @article{yu2025reasongen,
@@ -182,4 +181,4 @@ We would like to thank <a href="https://github.com/volcengine/verl">Verl</a>, up
   author={Yu Zhang, Yunqi Li, Yifan Yang, Rui Wang， Yuqin Yang, Qi Dai, Jianming Bao, Dongdong Chen, Chong Luo, Lili Qiu},
   year={2025}
 }
-```
+```