Update README.md

README.md

@@ -1,14 +1,14 @@
 # SliceX AI™ ELM (Efficient Language Models)
 This repository contains code to run our ELM models.
 
-Models are located in the "models" folder. ELM models in this repository comes in three sizes (elm-1.0, elm-0.75 and elm-0.25) and supports the following use-case
+Models are located in the "models" folder. ELM models in this repository comes in three sizes (elm-1.0, elm-0.75 and elm-0.25) and supports the following use-case.
 - toxicity_detection
 
 ## Download ELM repo
 ```bash
-git clone git@hf.co:slicexai/elm-v0.1_toxicity_detection
 sudo apt-get intall git-lfs 
 git lfs install
+git clone git@hf.co:slicexai/elm-v0.1_toxicity_detection
 ```
 (Optional) Installing git-lfs without sudo,
 ```bash
@@ -18,20 +18,13 @@ PATH=$PATH:/<absolute-path>/git-lfs-3.2.0/
 git lfs install
 ```
 
-## Download ELM model checkpoints
-```bash
-cd elm-v0.1_toxicity_detection
-git lfs pull -I models/elm-1.0_toxicity_detection/ckpt.pt
-git lfs pull -I models/elm-0.75_toxicity_detection/ckpt.pt
-git lfs pull -I models/elm-0.25_toxicity_detection/ckpt.pt
-```
-
 ## Installation
 ```bash
+cd elm-v0.1_toxicity_detection
 pip install -r requirements.txt
 ```
 
-## How to use - Run ELM on a sample task (e.g., news classification)
+## How to use - Run ELM on a sample task
 ```bash
 python run.py <elm-model-directory>
 E.g. python run.py models/elm-0.75_toxicity_detection