Update README.md

README.md

@@ -1,14 +1,12 @@
 # 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-cases.
+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.
 - news_classification
-- toxicity_detection
-- news_content_generation
 
 ## Download ELM repo
 ```bash
-git clone git@hf.co:slicexai/elm-0.25-v0.1
+git clone git@hf.co:slicexai/elm-v0.1_news_classification
 sudo apt-get intall git-lfs 
 git lfs install
 ```
@@ -20,12 +18,12 @@ PATH=$PATH:/<absolute-path>/git-lfs-3.2.0/
 git lfs install
 ```
 
-## Download ELM task-specific model checkpoints
+## Download ELM model checkpoints
 ```bash
-cd elm-0.25-v0.1
+cd elm-v0.1_news_classification
+git lfs pull -I models/elm-1.0_news_classification/ckpt.pt
+git lfs pull -I models/elm-0.75_news_classification/ckpt.pt
 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
@@ -36,9 +34,9 @@ pip install -r requirements.txt
 ## How to use - Run ELM on a sample task (e.g., news classification)
 ```bash
 python run.py <elm-model-directory>
-E.g. python run.py models/elm-0.25_news_classification
+E.g. python run.py models/elm-0.75_news_classification
 ``` 
-Prompts for the specific tasks can be found in the corresponding checkpoint directory. See an example below in the form of `models/elm-0.25_news_classification/example_prompts.json`.
+Prompts for the specific tasks can be found in the corresponding checkpoint directory. See an example below in the form of `models/elm-0.75_news_classification/example_prompts.json`.
 ```json
 {
     "inputs": ["GM May Close Plant in Europe  DETROIT (Reuters) - General Motors Corp. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=GM.N target=/stocks/quickinfo/fullquote\"&gt;GM.N&lt;/A&gt; will likely  cut some jobs in Europe and may close a plant there as part of  a restructuring plan under development to try to return the  region to profitability, the U.S. automaker said on Wednesday."],