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