Update README.md

README.md

@@ -11,18 +11,26 @@ _Model:_ ELM introduces a new type of _(de)-composable LLM model architecture_ a
 
 _Fast Inference with Customization:_ Once trained, the ELM model architecture permits flexible inference strategies at runtime depending on the deployment needs. For instance, the ELM model can  be _decomposed_ into smaller slices, i.e., smaller (or larger) models can be extracted from the original model to create multiple inference endpoints. Alternatively, the original (single) ELM model can be loaded _as is_ for inference and different slices within the model can be queried directly to power faster inference. This provides an additional level of flexibility for users to make compute/memory tradeoffs depending on their application and runtime needs.
 
-## Download ELM repo
-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-cases.
+## ELM-v0.1 Model Release
+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-cases.
 - news_classification
 - toxicity_detection
 - news_content_generation
 - news_summarization
 
+## Setup ELM
+### Download ELM repo with model files
 ```bash
 git clone [email protected]:slicexai/elm-v0.1
 sudo apt-get intall git-lfs 
 git lfs install
 ```
+### Installation
+```bash
+cd elm-v0.1
+pip install -r requirements.txt
+```
+
 (Optional) Installing git-lfs without sudo,
 ```bash
 wget https://github.com/git-lfs/git-lfs/releases/download/v3.2.0/git-lfs-linux-amd64-v3.2.0.tar.gz
@@ -35,7 +43,6 @@ git lfs install
 
 Download elm-1.0 model checkpoints
 ```bash
-cd elm-v0.1
 git lfs pull -I models/elm-1.0_news_classification/ckpt.pt
 git lfs pull -I models/elm-1.0_toxicity_detection/ckpt.pt
 git lfs pull -I models/elm-1.0_news_content_generation/ckpt.pt
@@ -44,7 +51,6 @@ git lfs pull -I models/elm-1.0_news_summarization/ckpt.pt
 
 Download elm-0.75 model checkpoints
 ```bash
-cd elm-v0.1
 git lfs pull -I models/elm-0.75_news_classification/ckpt.pt
 git lfs pull -I models/elm-0.75_toxicity_detection/ckpt.pt
 git lfs pull -I models/elm-0.75_news_content_generation/ckpt.pt
@@ -53,17 +59,13 @@ git lfs pull -I models/elm-0.75_news_summarization/ckpt.pt
 
 Download elm-0.25 model checkpoints
 ```bash
-cd elm-v0.1
 git lfs pull -I models/elm-0.25_news_classification/ckpt.pt
 git lfs pull -I models/elm-0.25_toxicity_detection/ckpt.pt
 git lfs pull -I models/elm-0.25_news_content_generation/ckpt.pt
 ```
 
 
-## Installation
-```bash
-pip install -r requirements.txt
-```
+
 
 ## How to use - Run ELM on a sample task (e.g., news classification)
 ```bash