Update README.md

README.md

@@ -59,16 +59,18 @@ tags:
 # Democratizing Medical LLMs For Much More Languages
 
 Covering 12 Major Languages including English, Chinese, French, Hindi, Spanish, Arabic, Russian, Japanese, Korean, German, Italian, Portuguese and 38 Minor Languages So far.
-<center>
 
 
 
 <p align="center">
-   📃 <a href="https://arxiv.org/abs/2410.10626" target="_blank">Paper</a> • 🌐 <a href="" target="_blank">Demo</a> • 🤗 <a href="https://huggingface.co/datasets/FreedomIntelligence/ApolloMoEDataset" target="_blank">ApolloMoEDataset</a> • 🤗 <a href="https://huggingface.co/datasets/FreedomIntelligence/ApolloMoEBench" target="_blank">ApolloMoEBench</a>  • 🤗 <a href="https://huggingface.co/collections/FreedomIntelligence/apollomoe-and-apollo2-670ddebe3bb1ba1aebabbf2c" target="_blank">Models</a> • 🌐 <a href="https://github.com/FreedomIntelligence/Apollo" target="_blank">Apollo</a>
+   📃 <a href="https://arxiv.org/abs/2410.10626" target="_blank">Paper</a> • 🌐 <a href="" target="_blank">Demo</a> • 🤗 <a href="https://huggingface.co/datasets/FreedomIntelligence/ApolloMoEDataset" target="_blank">ApolloMoEDataset</a> • 🤗 <a href="https://huggingface.co/datasets/FreedomIntelligence/ApolloMoEBench" target="_blank">ApolloMoEBench</a>  • 🤗 <a href="https://huggingface.co/collections/FreedomIntelligence/apollomoe-and-apollo2-670ddebe3bb1ba1aebabbf2c" target="_blank">Models</a>  •🌐 <a href="https://github.com/FreedomIntelligence/Apollo" target="_blank">Apollo</a>  • 🌐 <a href="https://github.com/FreedomIntelligence/ApolloMoE" target="_blank">ApolloMoE</a>
 </p>
 
+
+
 ![Apollo](assets/apollo_medium_final.png)
 
+
 ## 🌈 Update
 
 * **[2024.10.15]** ApolloMoE repo is published！🎉
@@ -90,42 +92,47 @@ Covering 12 Major Languages including English, Chinese, French, Hindi, Spanish,
 <details>
   <summary>Click to view the MoE routing image</summary>
 
-  ![ApolloMoE](/assets/hybrid_routing.png)
+  ![ApolloMoE](assets/hybrid_routing.png)
 
 </details>
 
 ## Results
 
-### Dense
-   🤗 <a href="https://huggingface.co/FreedomIntelligence/Apollo2-0.5B" target="_blank">Apollo2-0.5B</a> • 🤗 <a href="https://huggingface.co/FreedomIntelligence/Apollo2-1.5B" target="_blank">Apollo2-1.5B</a> • 🤗 <a href="https://huggingface.co/FreedomIntelligence/Apollo2-2B" target="_blank">Apollo2-2B</a>  • 🤗 <a href="https://huggingface.co/FreedomIntelligence/Apollo2-3.8B" target="_blank">Apollo2-3.8B</a> • 🤗 <a href="https://huggingface.co/FreedomIntelligence/Apollo2-7B" target="_blank">Apollo2-7B</a>  • 🤗 <a href="https://huggingface.co/FreedomIntelligence/Apollo2-9B" target="_blank">Apollo2-9B</a>  
+#### Dense
+   🤗 <a href="https://huggingface.co/FreedomIntelligence/Apollo2-0.5B" target="_blank">Apollo2-0.5B</a>  • 🤗 <a href="https://huggingface.co/FreedomIntelligence/Apollo2-1.5B" target="_blank">Apollo2-1.5B</a>  • 🤗 <a href="https://huggingface.co/FreedomIntelligence/Apollo2-2B" target="_blank">Apollo2-2B</a>  
    
+   🤗 <a href="https://huggingface.co/FreedomIntelligence/Apollo2-3.8B" target="_blank">Apollo2-3.8B</a>  • 🤗 <a href="https://huggingface.co/FreedomIntelligence/Apollo2-7B" target="_blank">Apollo2-7B</a>  • 🤗 <a href="https://huggingface.co/FreedomIntelligence/Apollo2-9B" target="_blank">Apollo2-9B</a>  
+
 <details>
   <summary>Click to view the Dense Models Results</summary>
-   
+
    ![ApolloMoE](assets/dense_results.png)
 
 </details>
 
-### Post-MoE
+
+#### Post-MoE
    🤗 <a href="https://huggingface.co/FreedomIntelligence/Apollo-MoE-0.5B" target="_blank">Apollo-MoE-0.5B</a>  • 🤗 <a href="https://huggingface.co/FreedomIntelligence/Apollo-MoE-1.5B" target="_blank">Apollo-MoE-1.5B</a>  • 🤗 <a href="https://huggingface.co/FreedomIntelligence/Apollo-MoE-7B" target="_blank">Apollo-MoE-7B</a>  
-   
+
 <details>
   <summary>Click to view the Post-MoE Models Results</summary>
-   
+
    ![ApolloMoE](assets/post_moe_results.png)
 
 </details>
 
+   
+  
 
 ## Usage Format
-#### Apollo2
+##### Apollo2
 - 0.5B, 1.5B, 7B: User:{query}\nAssistant:{response}<|endoftext|>
 - 2B, 9B: User:{query}\nAssistant:{response}\<eos\>
 - 3.8B: <|user|>\n{query}<|end|><|assisitant|>\n{response}<|end|>
 
-#### Apollo-MoE
+##### Apollo-MoE
 - 0.5B, 1.5B, 7B: User:{query}\nAssistant:{response}<|endoftext|>
-
+  
 ## Dataset & Evaluation
 
 - Dataset
@@ -139,12 +146,12 @@ Covering 12 Major Languages including English, Chinese, French, Hindi, Spanish,
 
 
    </details>
-   
+
 - Evaluation
   🤗 <a href="https://huggingface.co/datasets/FreedomIntelligence/ApolloMoEBench" target="_blank">ApolloMoEBench</a> 
 
    <details><summary>Click to expand</summary>
-      
+  
      - EN:
        - [MedQA-USMLE](https://huggingface.co/datasets/GBaker/MedQA-USMLE-4-options) 
        - [MedMCQA](https://huggingface.co/datasets/medmcqa/viewer/default/test)
@@ -180,17 +187,16 @@ Covering 12 Major Languages including English, Chinese, French, Hindi, Spanish,
      - PT: [BioInstructQA](https://huggingface.co/datasets/BioMistral/BioInstructQA): Portuguese part
      - RU: [RuMedBench](https://github.com/sb-ai-lab/MedBench)
 
-      
-      
+  
 
 
    </details>
 
-   
+
 ## Results reproduction
    <details><summary>Click to expand</summary>
 
-   
+
    We take Apollo2-7B or Apollo-MoE-0.5B as example
    1. Download Dataset for project: