Update README.md

README.md

@@ -35,7 +35,8 @@ I am not sure to what extend the context part has any effect. Doesn't hurt thoug
 
 This is a version 0.2 and finetuned just so it retains the underlaying Vicuna qualities. 
 
-Example:
+## Example:
+
 Input
 ```
 USER: Edit the following for spelling and grammar mistakes:
@@ -62,9 +63,9 @@ John replied, "Yeah, this crazy little guy follows me everywhere." Just then Jac
 Tom struggled to keep his balance as he laughed hysterically.
 ```
 
-Goal: to create the best grammar checker you have ever seen
+## Goal: to create the best grammar checker you have ever seen
 
-To do:
+## To do:
 - train on even larger dataset
-- see if finetuning on just plain LLAMA without Vicuna would work better or worse (the theoryu is that it will became very focused on editing and nothing else)
+- see if finetuning on just plain LLAMA without Vicuna would work better or worse (the theory is that it will became very focused on editing and nothing else)
 - explore what different settings (temperature, top_p, top_k do for this type of finetune)