fixing demo output

README.md

@@ -127,55 +127,55 @@ The model demonstrates high efficacy in correcting short, erroneous sentences, w
 
 It performs nearly on par with GPTTurbo16k at around 93% sentence similarity. But there are gaps. 
 
-Take for example this output and bolded elements for parts that are incorrect. 
-
-
-    Original: Didyoucatchthegamelastnight?
-    Corrected: Did you catch the game last night?
-    
-    Original: Wannagrabcoffeetomorrow?
-    Corrected: Wanna grab coffee tomorrow?
-    
-    Original: ImdyingsomeonecancellsoIcandogsitter!
-    Corrected: I'm dying someone **cancell** so I can dogsitter!
-    
-    Original: Hahahahahahahathats hilarious!
-    Corrected: Haha ha ha ha that's hilarious!
-    
-    Original: OMGyouneedtoseethelatestmeme!
-    Corrected: OMG you need to see the latest meme!
-    
-    Original: Seriouslythisweatherissocrazy!
-    Corrected: Seriously this weather is so crazy!
-    
-    Original: Whatchauptomefriend?
-    Corrected: What's **his** friend?
-    
-    Original: Feelingburntoutaftettodayhelp!
-    Corrected: Feeling burnt out today help!
-    
-    Original: Guesswhosingleagain!
-    Corrected: Guess who single again!
-    
-    Original: Youwontyoubelievewhatjusthappened!
-    Corrected: You **want** you believe what just happened!
-    
-    Original: Moviemarathonatmyplacethisweekend?
-    Corrected: Movie Marathon at my place this weekend?
-    
-    Original: Needstudymotivationanyideas?
-    Corrected: Need study motivation any ideas?
-    
-    Original: Sostressedaboutthispresentation!
-    Corrected: So stressed about this presentation!
-    
-    Original: Finallyfinishedthatbookyourecommended!
-    Corrected: Finally finished that book **you're** recommended!
-    
-    Original: Anygoodshowsbingeablelately?
-    Corrected: Any good shows **biteable** recently?
-
-We hope to build on this by further fine-tuning in time 
+Take for example this output and I've bolded elements for parts that are I feel are incorrect. 
+
+
+Original: Didyoucatchthegamelastnight?
+Corrected: Did you catch the game last night?
+
+Original: Wannagrabcoffeetomorrow?
+Corrected: Wanna grab coffee tomorrow?
+
+Original: ImdyingsomeonecancellsoIcandogsitter!
+Corrected: I'm dying someone **cancell** so I can dogsitter!
+
+Original: Hahahahahahahathats hilarious!
+Corrected: Haha ha ha ha that's hilarious!
+
+Original: OMGyouneedtoseethelatestmeme!
+Corrected: OMG you need to see the latest meme!
+
+Original: Seriouslythisweatherissocrazy!
+Corrected: Seriously this weather is so crazy!
+
+Original: Whatchauptomefriend?
+Corrected: What's **his** friend?
+
+Original: Feelingburntoutaftettodayhelp!
+Corrected: Feeling burnt out today help!
+
+Original: Guesswhosingleagain!
+Corrected: Guess who single again!
+
+Original: Youwontyoubelievewhatjusthappened!
+Corrected: You **want** you believe what just happened!
+
+Original: Moviemarathonatmyplacethisweekend?
+Corrected: Movie Marathon at my place this weekend?
+
+Original: Needstudymotivationanyideas?
+Corrected: Need study motivation any ideas?
+
+Original: Sostressedaboutthispresentation!
+Corrected: So stressed about this presentation!
+
+Original: Finallyfinishedthatbookyourecommended!
+Corrected: Finally finished that book **you're** recommended!
+
+Original: Anygoodshowsbingeablelately?
+Corrected: Any good shows **biteable** recently?
+
+We hope to build on this by further fine-tuning in time on real corpous of indviduals using AAC