Update README.md

README.md

@@ -14,17 +14,17 @@ metrics:
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 This is an experimental model that should fix your typos and punctuation.
-If you like to run your own experiments or train a different language, have a look at [the code](https://github.com/oliverguhr/spelling).
+If you like to run your own experiments or train for a different language, have a look at [the code](https://github.com/oliverguhr/spelling).
 
 
 ## Model description
 
-This is a proof of concept spelling correction model for english.
+This is a proof of concept spelling correction model for English.
 
 ## Intended uses & limitations
 
-This is work in progress, be aware that the model can produce artefacts. 
-You can test the model using the pipeline interface:
+This project is work in progress, be aware that the model can produce artefacts. 
+You can test the model using the pipeline-interface:
 
 ```python
 from transformers import pipeline