Update README.md

README.md

@@ -2,29 +2,32 @@
 license: mit
 ---
 
-# To comply with the LLaMA model license, we release Lion weights as _delta weights_.
+# Note: To comply with the LLaMA model license, we release Lion weights as _delta weights_.
 
+# Lion: Adversarial Distillation of Closed-Source Large Language Model
 <p align="center" width="100%">
-  <a ><img src="pics/Lion.jpg" alt="Lion" style="width: 20%; min-width: 200px; display: block; margin: auto;"></a>
+  <a ><img src="https://github.com/YJiangcm/Lion/raw/master/pics/Lion.jpg" alt="Lion" style="width: 20%; min-width: 200px; display: block; margin: auto;"></a>
 </p>
 <p align="center">
   <a href="https://arxiv.org/abs/2305.12870">[📄 Paper]</a> | 
-  <a href="https://huggingface.co/YuxinJiang/Lion">[🤗 Lion Weights]</a> |
-  <a href="https://84bc5e1fdfbb976d51.gradio.live/">[:desktop_computer: Demo]</a>
+  <a href="https://github.com/YJiangcm/Lion">[⌨ Github]</a> |
+  <a href="https://84bc5e1fdfbb976d51.gradio.live/">[💻 Demo]</a>
 </p>
 <hr>
 
 
-[![Code License](https://img.shields.io/badge/code%20license-MIT-green)](https://github.com/YJiangcm/Lion/blob/master/LICENSE)
-[![Data License](https://img.shields.io/badge/Data%20License-CC%20By%20NC%204.0-red.svg)](https://github.com/tatsu-lab/stanford_alpaca/blob/main/DATA_LICENSE)
-[![Weight Diff License](https://img.shields.io/badge/Weight%20Diff%20License-CC%20By%20NC%204.0-yellow)](https://github.com/tatsu-lab/stanford_alpaca/blob/main/WEIGHT_DIFF_LICENSE)
-[![Python 3.9+](https://img.shields.io/badge/python-3.9+-blue.svg)](https://www.python.org/downloads/release/python-390/)
+<!-- [![Code License](https://img.shields.io/badge/code%20license-MIT-green)](https://github.com/YJiangcm/Lion/blob/master/LICENSE)  -->
+<!-- [![Data License](https://img.shields.io/badge/Data%20License-CC%20By%20NC%204.0-red.svg)](https://github.com/tatsu-lab/stanford_alpaca/blob/main/DATA_LICENSE)  -->
+<!-- [![Weight Diff License](https://img.shields.io/badge/Weight%20Diff%20License-CC%20By%20NC%204.0-yellow)](https://github.com/tatsu-lab/stanford_alpaca/blob/main/WEIGHT_DIFF_LICENSE)  -->
+<!-- [![Python 3.9+](https://img.shields.io/badge/python-3.9+-blue.svg)](https://www.python.org/downloads/release/python-390/)  -->
 
 <!-- The dataset is CC BY NC 4.0 (allowing only non-commercial use) and models trained using the dataset should not be used outside of research purposes.  -->
 <!-- The weight diff is also CC BY NC 4.0 (allowing only non-commercial use). -->
 
 ### Tuned on 70k instruction-following data, Lion (7B) can achieve 95% capability of ChatGPT!
-
+<p align="center">
+  <img width="500" height="250" src="https://github.com/YJiangcm/Lion/raw/master/pics/relative_quality_overall.jpg">
+</p>
 
 ## News
 - **[May 26, 2023]** We released the model weights. Check out the [7B](https://huggingface.co/YuxinJiang/Lion) model!