diff --git a/llm_quantize/README.md b/llm_quantize/README.md
index fe2a938..18660a8 100644
--- a/llm_quantize/README.md
+++ b/llm_quantize/README.md
@@ -1,15 +1,14 @@
 ## Model Quantization
 
-This module provides interactive way to quantize your model.
-To quantize model:  
+This module provides an interactive way to quantize your model.
+To quantize model, run:  
 `python -m grag.quantize.quantize`
 
-After running the above command user will be prompted with following:
+After running the above command, user will be prompted with the following:
 
-- Path where user want to clone [llama.cpp](!https://github.com/ggerganov/llama.cpp) repo.
+- Path where user wants to clone [llama.cpp](!https://github.com/ggerganov/llama.cpp) repo
 - If user wants us to download model from [HuggingFace](!https://huggingface.co/models) or user has model downloaded
-  locally.
-- For former, user will be prompted to provide repo path from HuggingFace.
-- In case of later, user will be instructed to copy the model and input the name of model directory.
-- Finally, user will be prompted to enter quantization (recommended Q5_K_M or Q4_K_M, etc.). Check
-  more [here](!https://github.com/ggerganov/llama.cpp/blob/master/examples/quantize/quantize.cpp#L19).
\ No newline at end of file
+  locally
+  - For the former, user will be prompted to provide repo path from HuggingFace
+  - For the latter, user will be instructed to copy the model and input the name of model directory
+- Finally, user will be prompted to enter quantization (recommended Q5_K_M or Q4_K_M, etc.). For more details, check [here](!https://github.com/ggerganov/llama.cpp/blob/master/examples/quantize/quantize.cpp#L19).