Update README.md

README.md

@@ -21,11 +21,10 @@ Ah, Karen, a true peach among grammatical cucumbers! She yearns to rectify the m
 Yet, unlike those ChatGPT kaboodles that morph into self-absorbed, constipated gurus of self-help style, Karen remains steadfastly grounded in grammatical wisdom but respectfull of your style.
 
 # Info
-Karen V2 uses completely different dataset and base model than the previous Karen
+Karen, Version 2, uses a completely different data set and base model than the previous Karen.
 
 # Goals
-Karen's goals are fixing grammar and spelling errors with as lite changes to the style as possible.
-It's tuned to catch most typical ESL errors. 
+Karen's goal is to fix grammatical and spelling errors with as light a change to the style as possible. It's tuned to catch most typical ESL errors. 
 
     Verb Tense Errors:
         Incorrect use of verb tenses, such as using present tense when past tense is required and vice versa.
@@ -65,10 +64,10 @@ It's tuned to catch most typical ESL errors.
         Mistakes in matching singular and plural nouns and verbs in a sentence.
 
 # Future Goals
-Add more grammar error cases, better dataset, use larger dataset
+Add more grammar error cases. Better datasets. Use larger datasets.
 
 # Training
-It was reverse trained on fiction paragraphs where errors were deliberately introduced by another LLama model and python script.
+It was reversely trained on fictional passages where errors were intentionally inserted by another Llama model and Python script.
 
 # Usage
 It should be used by submitting a paragraph or block of text at a time.
@@ -82,7 +81,7 @@ It should be used by submitting a paragraph or block of text at a time.
 Edit the following text for spelling and grammar mistakes: {paragraph of text} <|im_end|>
 <|im_start|>assistant
 ```
-Note the pretext: *Edit the following text for spelling and grammar mistakes:* before the actual text. It ensures that Karen won't start talking *about* the text.
+Note the pretext: *Edit the following text for spelling and grammar mistakes:* before the actual text. This way Karen wouldn't start talking ABOUT the text.
 
 # Recomended settings