Update README.md

llama/README.md

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 # NOLA -- Large Language Model Finetuning (LLaMA)
 
-Our code is based on [QLoRA](https://github.com/artidoro/qlora). 
-
 We modified [QLoRA](https://github.com/artidoro/qlora) code and added NOLA to LoRA model. Please install dependencies in a virtual environment: 
 
 ```
  cd llama
  pip install -U -r requirements.txt
 ```
 
-Next, please use the corresponding scripts to fine-tune LLaMA models with NOLA. For instance, to fine-tune LLaMA-2 70B, execute the following script.
+Please download LLaMA models from Hugging Face. For example, you can access the LLaMA-2 13B model from [here](https://huggingface.co/meta-llama/Llama-2-13b-hf). Alternatively, you can also use LLaMA-3. Please note that we have not conducted experiments with LLaMA-3 in our paper.
+
+Next, please use the corresponding scripts to fine-tune LLaMA models with NOLA. Please change the `--model_name_or_path` to the path for LLaMA model. For instance, to fine-tune LLaMA-2 13B on the Alpaca dataset, execute the following script. 
 
 ```
-bash scripts/finetune_llama2_guanaco_70b_nola.sh
+bash scripts/finetune_llama2_guanaco_13b_nola.sh
 ```