update

README.md

@@ -30,7 +30,7 @@ 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; \[[Hugging Face Model](https://huggingface.co/microsoft/Magma-8B)\] &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; \[[Github Repo](https://github.com/microsoft/Magma)\]
 
 </div>
 
@@ -46,7 +46,7 @@ pipeline_tag: text-generation
 
 Magma is a multimodal agentic AI model that can generate text based on the input text and image. The model is designed for research purposes and aimed at knowledge-sharing and accelerating research in multimodal AI, in particular the multimodal agentic AI. The main innovation of this model lies on the introduction of two technical innovations: **Set-of-Mark** and **Trace-of-Mark**, and the leverage of a **large amount of unlabeled video data** to learn the spatial-temporal grounding and planning. Please refer to our paper for more technical details. 
 
-## :sparkles: Highlights
+### Highlights
 * **Digital and Physical Worlds:** Magma is the first-ever foundation model for multimodal AI agents, designed to handle complex interactions across both virtual and real environments!
 * **Versatile Capabilities:** Magma as a single model not only posseesses generic image and videos understanding ability, but alse generate goal-driven visual plans and actions, making it versatile for different agentic tasks!
 * **State-of-the-art Performance:** Magma achieves state-of-the-art performance on various multimodal tasks, including UI navigation, robotics manipulation, as well as generic image and video understanding, in particular the spatial understanding and reasoning!
@@ -66,16 +66,6 @@ NOTE: The model is developed based on Meta LLama-3 as the LLM.
 - **License:** {{ license | default("[More Information Needed]", true)}}
 - **Finetuned from model [optional]:** {{ base_model | default("[More Information Needed]", true)}} -->
 
-### Model Sources
-
-<!-- Provide the basic links for the model. -->
-
-- **Paper:** [Project Page](https://microsoft.github.io/Magma/)
-- **Repository:** [Github Repo](https://github.com/microsoft/Magma)
-- **Paper:** [arXiv Paper](https://www.arxiv.org/pdf/2502.13130)
-
-<!-- - **Demo [optional]:** {{ demo | default("[More Information Needed]", true)}} -->
-
 ## Intended Uses
 
 <!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->