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fixing some typos and bolding of example

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  1. README.md +51 -49
README.md CHANGED
@@ -127,54 +127,55 @@ The model demonstrates high efficacy in correcting short, erroneous sentences, w
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  It performs nearly on par with GPTTurbo16k at around 93% sentence similarity. But there are gaps.
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- Take for example this output.
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-
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- Original: Didyoucatchthegamelastnight?
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- Corrected: Did you catch the game last night?
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-
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- Original: Wannagrabcoffeetomorrow?
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- Corrected: Wanna grab coffee tomorrow?
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-
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- Original: ImdyingsomeonecancellsoIcandogsitter!
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- Corrected: I'm dying someone cancell so I can dogsitter!
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-
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- Original: Hahahahahahahathats hilarious!
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- Corrected: Haha ha ha ha that's hilarious!
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-
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- Original: OMGyouneedtoseethelatestmeme!
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- Corrected: OMG you need to see the latest meme!
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-
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- Original: Seriouslythisweatherissocrazy!
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- Corrected: Seriously this weather is so crazy!
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-
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- Original: Whatchauptomefriend?
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- Corrected: What's his friend?
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-
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- Original: Feelingburntoutaftettodayhelp!
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- Corrected: Feeling burnt out today help!
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-
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- Original: Guesswhosingleagain!
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- Corrected: Guess who single again!
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-
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- Original: Youwontyoubelievewhatjusthappened!
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- Corrected: You want you believe what just happened!
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-
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- Original: Moviemarathonatmyplacethisweekend?
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- Corrected: Movie Marathon at my place this weekend?
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-
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- Original: Needstudymotivationanyideas?
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- Corrected: Need study motivation any ideas?
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-
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- Original: Sostressedaboutthispresentation!
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- Corrected: So stressed about this presentation!
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-
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- Original: Finallyfinishedthatbookyourecommended!
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- Corrected: Finally finished that book you're recommended!
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-
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- Original: Anygoodshowsbingeablelately?
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- Corrected: Any good shows biteable recently?
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-
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-
 
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@@ -197,4 +198,5 @@ The model follows the T5 architecture, fine-tuned for the specific task of text
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  author={Will Wade},
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  year={2021},
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  howpublished={\url{https://huggingface.co/willwade/t5-small-spoken-typo}},
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- }
 
 
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  It performs nearly on par with GPTTurbo16k at around 93% sentence similarity. But there are gaps.
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+ Take for example this output and bolded elements for parts that are incorrect.
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+
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+
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+ Original: Didyoucatchthegamelastnight?
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+ Corrected: Did you catch the game last night?
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+
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+ Original: Wannagrabcoffeetomorrow?
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+ Corrected: Wanna grab coffee tomorrow?
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+
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+ Original: ImdyingsomeonecancellsoIcandogsitter!
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+ Corrected: I'm dying someone **cancell** so I can dogsitter!
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+
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+ Original: Hahahahahahahathats hilarious!
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+ Corrected: Haha ha ha ha that's hilarious!
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+
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+ Original: OMGyouneedtoseethelatestmeme!
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+ Corrected: OMG you need to see the latest meme!
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+
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+ Original: Seriouslythisweatherissocrazy!
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+ Corrected: Seriously this weather is so crazy!
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+
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+ Original: Whatchauptomefriend?
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+ Corrected: What's **his** friend?
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+
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+ Original: Feelingburntoutaftettodayhelp!
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+ Corrected: Feeling burnt out today help!
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+
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+ Original: Guesswhosingleagain!
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+ Corrected: Guess who single again!
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+
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+ Original: Youwontyoubelievewhatjusthappened!
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+ Corrected: You **want** you believe what just happened!
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+
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+ Original: Moviemarathonatmyplacethisweekend?
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+ Corrected: Movie Marathon at my place this weekend?
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+
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+ Original: Needstudymotivationanyideas?
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+ Corrected: Need study motivation any ideas?
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+
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+ Original: Sostressedaboutthispresentation!
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+ Corrected: So stressed about this presentation!
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+
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+ Original: Finallyfinishedthatbookyourecommended!
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+ Corrected: Finally finished that book **you're** recommended!
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+
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+ Original: Anygoodshowsbingeablelately?
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+ Corrected: Any good shows **biteable** recently?
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+
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+ We hope to build on this by further fine-tuning in time
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  author={Will Wade},
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  year={2021},
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  howpublished={\url{https://huggingface.co/willwade/t5-small-spoken-typo}},
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+ }
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+ ```