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  # 19th Century Dutch Spelling Normalization
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- This repository contains a pretrained and finetuned model of the original ByT5-small.
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  This model has been pretrained and finetuned for the task of 19th-century Dutch spelling normalization.
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  We first pretrained the model with 2 million sentences from Dutch historical novels.
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  Afterward, we finetuned the model with a 10k dataset consisting of 19th-century Dutch sentences;
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  The pretrained only weights are also available in the Flax environment; note that this model has to be finetuned first.
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  The pretrained only weights are available in the directory _pretrained_ByT5_.
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  The train and validation sets used for finetuning are available in the repository.
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- For further information about the model and data, please see the [GitHub](https://github.com/Awolters123/Master-Thesis) repository.
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  ## How to use:
 
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  # 19th Century Dutch Spelling Normalization
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+ This repository contains a pretrained and finetuned model of the original __google/ByT5-small__.
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  This model has been pretrained and finetuned for the task of 19th-century Dutch spelling normalization.
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  We first pretrained the model with 2 million sentences from Dutch historical novels.
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  Afterward, we finetuned the model with a 10k dataset consisting of 19th-century Dutch sentences;
 
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  The pretrained only weights are also available in the Flax environment; note that this model has to be finetuned first.
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  The pretrained only weights are available in the directory _pretrained_ByT5_.
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  The train and validation sets used for finetuning are available in the repository.
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+ For further information about the model, please see the [GitHub](https://github.com/Awolters123/Master-Thesis) repository.
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  ## How to use: