Update README.md

README.md

@@ -43,8 +43,9 @@ Addressing the efficay of Quantization and PEFT. Implemented as a personal Proje
 
 ```
 The quantized model is finetuned as PEFT. We have the trained Adapter.
-Merging LoRA adapated with GPTQ quantized model is not yet supported.
-So instead of loading a single finetuned model, we need to load the mase model and merge the finetuned adapter on top.
+Merging LoRA adapater with GPTQ quantized model is not yet supported.
+So instead of loading a single finetuned model, we need to load the base
+model and merge the finetuned adapter on top.
 ```
 
 ```python