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README.md

@@ -30,12 +30,16 @@ pipeline_tag: text-generation
 
 <sup>*</sup> Project lead  <sup>†</sup> First authors  <sup>‡</sup> Second authors  <sup>▽</sup> Leadership  
 
-\[[arXiv Paper](https://www.arxiv.org/pdf/2502.13130)\] &nbsp; \[[Project Page](https://microsoft.github.io/Magma/)\] &nbsp; \[[Model Coming Soon!](https://github.com/microsoft/Magma)\] &nbsp; 
+\[[arXiv Paper](https://www.arxiv.org/pdf/2502.13130)\] &nbsp; \[[Project Page](https://microsoft.github.io/Magma/)\] &nbsp; \[[Hugging Face Model](https://huggingface.co/microsoft/Magma-8B)\] &nbsp; 
 
 </div>
 
 ## Model Details
 
+<div align="center">
+<img src="https://github.com/microsoft/Magma/blob/main/assets/images/magma_teaser.png?raw=true" width="100%">
+</div>
+
 ### Model Description
 
 <!-- Provide a longer summary of what this model is. -->