Update README.md

README.md

@@ -25,8 +25,48 @@
 
 Yi-1.5 is an upgraded version of Yi. It is continuously pre-trained on Yi with a high-quality corpus of 500B tokens and fine-tuned on 3M diverse fine-tuning samples. 
 
-Compared with Yi, Yi-1.5 achieves stronger performance in coding, math, reasoning, and instruction following, while still maintaining excellent capabilities in language understanding, commonsense reasoning, and reading comprehension.
+Compared with Yi, Yi-1.5 delivers stronger performance in coding, math, reasoning, and instruction-following capability, while still maintaining excellent capabilities in language understanding, commonsense reasoning, and reading comprehension.
 
+<div align="center">
+  
 Model | Context Length | Pre-trained Tokens
-|---|---|---
-Yi-1.5 | 4K |3.6T
+| :------------: | :------------: | :------------: |
+| Yi-1.5 | 4K | 3.6T
+
+</div>
+
+# Models
+
+- Chat models
+
+<div align="center">
+
+Model | Download
+| :------------: | :------------: |
+Yi-1.5-34B-Chat | • 🤗 Hugging Face 
+Yi-1.5-9B-Chat  | • 🤗 Hugging Face 
+Yi-1.5-6B-Chat  | • 🤗 Hugging Face 
+
+</div>
+
+- Base models
+
+<div align="center">
+
+Model | Download
+| :------------: | :------------: |
+Yi-1.5-34B | • 🤗 Hugging Face 
+Yi-1.5-9B  | • 🤗 Hugging Face 
+Yi-1.5-6B  | • 🤗 Hugging Face 
+
+</div>
+
+# Benchmarks
+
+- Chat models
+
+- Base models
+
+# Quick Start
+
+For getting up and running with Yi-1.5 models quickly, see [README](https://github.com/01-ai/Yi-1.5).