Update README.md

README.md

@@ -18,18 +18,18 @@ base_model:
 
 The base-model [microsoft/Phi-3-mini-4k-instruct](https://huggingface.co/microsoft/Phi-3-mini-4k-instruct) currently relies on 
 the latest dev-version transformers and torch.<br>
-Also, it needs *trust_remote_code=True* as an argument of the from_pretrained() function.
+Also, it needs *trust_remote_code=True* as an argument of the from_pretrained function.
 ```
 pip install git+https://github.com/huggingface/transformers accelerate
 pip install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cpu
 ```
 
-Additionally, LoRA model requires the peft package.
+Additionally, LoRA adapter requires the peft package.
 ```
 pip install peft
 ```
 
-Now, let's start to download the model. 
+Now, let's start to download the adapter. 
 
 ```python
 import torch