Update readme

README.md

@@ -1,10 +1,20 @@
 ---
 license: cc-by-nc-4.0
+language:
+- en
+tags:
+- drug discovery
+- chemistry
+- biology
+- omics
 ---
 
-## Precious3GPT-Multi-Modal
-
-A multi-modal multi-omics multi-species language model. 
+<h1 align="center"> Precious3GPT </h1>
+<h3 align="center"> A multimodal multi-omics multi-species multi-tissue language model. </h3>
+<p align="center">
+  📃 <a href=" https://doi.org/10.1101/2024.07.25.605062" target="_blank">Pre-print</a> • 👾 <a href="https://discord.gg/pSjWbmjX" target="_blank">Discord bot</a> • 🧬 <a href="https://insilico.com/repository/precious3gpt" target="_blank">Validation digest</a> <br>
+</p>
+<div align=center><img src="P3GPT_architecture.png" width="70%" height="70%" /></div>
 
 - **Developer**: [Insilico Medicine](https://insilico.com/precious)
 - **License**: cc-by-nc-4.0
@@ -12,9 +22,6 @@ A multi-modal multi-omics multi-species language model.
 - **Domain**: Biomedical
 - **Base architecture**: [MPT](https://huggingface.co/mosaicml/mpt-7b)
 
-[!image](P3GPT_architecture.png)
-
-
 ### Run model using endpoint step by step
 
 
@@ -232,4 +239,4 @@ Here is output:
 ---
 
 ## Multi-Modality
-Applies by default in tasks where you pass a signature. For each gene in up- and down- lists the model gets embeddings from Knowledge Graph and Text NNs. Then embeddings are averaged in order to obtain one embedding for each modality for each gene list (4 averaged embeddings in total). 
+Applies by default in tasks where you pass a signature. For each gene in up- and down- lists the model gets embeddings from Knowledge Graph and Text NNs. Then embeddings are averaged in order to obtain one embedding for each modality for each gene list (4 averaged embeddings in total).