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@@ -58,6 +58,8 @@ results = corrector(raw_text)
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  print(results)
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  ```
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  ## Model description
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  The intent is to create a text2text language model that successfully completes "single-shot grammar correction" on a potentially grammatically incorrect text **that could have a lot of mistakes** with the important qualifier of _it does not semantically change text/information that IS grammatically correct._
 
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  print(results)
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  ```
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+ give it a spin in Colab at [this notebook](https://colab.research.google.com/gist/pszemraj/9b810e38a4d3bc766834df921818d782/scratchpad.ipynb)
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  ## Model description
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  The intent is to create a text2text language model that successfully completes "single-shot grammar correction" on a potentially grammatically incorrect text **that could have a lot of mistakes** with the important qualifier of _it does not semantically change text/information that IS grammatically correct._