update readme

README.md

@@ -16,15 +16,18 @@ tags:
 - neural-compressor
 ---
 
-## Model Details: INT8 gpt-j-6B
+## Model Details
 
 GPT-J 6B is a transformer model trained using Ben Wang's [Mesh Transformer JAX](https://github.com/kingoflolz/mesh-transformer-jax/). "GPT-J" refers to the class of model, while "6B" represents the number of trainable parameters.
 
-This int8 model is generated with [neural-compressor](https://github.com/intel/neural-compressor) and the fp32 model is from this [repo](https://huggingface.co/OWG/gpt-j-6B)
+This int8 model is generated with [neural-compressor](https://github.com/intel/neural-compressor) and the fp32 model is from this [repo](https://huggingface.co/OWG/gpt-j-6B).
 
 
 # How to use
 
-Download the model and script by cloning the repository via `git clone https://huggingface.co/Intel/gpt-j-6B-int8-static`.
+Download the model and script by cloning the repository by
+```shell
+git clone https://huggingface.co/Intel/gpt-j-6B-int8-static`
+```
 
 Then you do inference based on the model and script.