fixing some typos and bolding of example

README.md

@@ -127,54 +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. 
-
-  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?
-
-
+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 
 
 
 
@@ -197,4 +198,5 @@ The model follows the T5 architecture, fine-tuned for the specific task of text
   author={Will Wade},
   year={2021},
   howpublished={\url{https://huggingface.co/willwade/t5-small-spoken-typo}},
-}
+}
+```