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  ```
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  ## Limitations
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- - The model is indended to be fine-tuned on sets with natural errors. The realesed model is a pre-train and pre-train task is different from the typicall spellchecking in terms of density of the noise in a corpus
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- -
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  ## Resources
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  - [SAGE library](https://github.com/ai-forever/sage), GitHub
 
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  ```
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  ## Limitations
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+ - The model is intended to be fine-tuned on sets with natural errors for better performance. The realized model is a pre-train and pre-train task is different from the usual spell checking in terms of density of the noise in a corpus and its origin.
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+ - Complex formatting may cause some trouble in output generation.
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  ## Resources
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  - [SAGE library](https://github.com/ai-forever/sage), GitHub