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  1. README.md +1 -2
README.md CHANGED
@@ -40,7 +40,7 @@ The primary task of this model is **Text Correction**, with a focus on:
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  This model is aimed to support processing user-generated content where informal language, abbreviations, and typos are prevalent, aiming to improve text clarity for further processing or human reading.
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- **Note - as of 15 March this model is really tuned to fix positional errors on a qwerty keyboard. **
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  ## Usage
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@@ -99,7 +99,6 @@ It has been training on
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  Then injecting typos from a range of places
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- - **Using NLPAUG** We've made some typos in Comm2 by usiing this library https://github.com/makcedward/nlpaug
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  - **Typo lists, Birkbeck, etc.**: These datasets contain lists of commonly misspelled words, making them invaluable for training models to recognize and correct spelling errors.
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  - Find these resources [here](https://www.dcs.bbk.ac.uk/~ROGER/corpora.html).
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  - **TOEFL Spell** A dataset of Spelling Annotations for English language learner essays written for TOEFL exams.
 
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  This model is aimed to support processing user-generated content where informal language, abbreviations, and typos are prevalent, aiming to improve text clarity for further processing or human reading.
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+ **Note - as of 15 March this model is really tuned to fix positional errors on a qwerty keyboard.**
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  ## Usage
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  Then injecting typos from a range of places
 
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  - **Typo lists, Birkbeck, etc.**: These datasets contain lists of commonly misspelled words, making them invaluable for training models to recognize and correct spelling errors.
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  - Find these resources [here](https://www.dcs.bbk.ac.uk/~ROGER/corpora.html).
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  - **TOEFL Spell** A dataset of Spelling Annotations for English language learner essays written for TOEFL exams.