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--- |
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language: |
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- dutch |
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tags: |
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- seq2seq |
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- text-generation |
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datasets: |
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- mc4 |
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--- |
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# t5-base-dutch |
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> This model was created during the |
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[Flax/Jax Community Week](https://discuss.huggingface.co/t/pretrain-t5-from-scratch-in-dutch/8109), organized by [HuggingFace](https://huggingface.co/) and TPU usage sponsored by Google. |
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Want to give it a try? Head over to Hugging Face Spaces [here](https://huggingface.co/spaces/flax-community/netherformer). |
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See also the fine-tuned [t5-base-dutch-demo](https://huggingface.co/flax-community/t5-base-dutch-demo) model, that is based on this model. |
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## Dataset |
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This model was trained on a cleaned version of C4. |
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See the `clean` directory for the clean script. |
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* Documents that contained words from a selection of the Dutch and English [List of Dirty Naught Obscene and Otherwise Bad Words](https://github.com/LDNOOBW/List-of-Dirty-Naughty-Obscene-and-Otherwise-Bad-Words) are removed |
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* Sentences with less than 3 words are removed |
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* Sentences with a word of more than 1000 characters are removed |
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* Documents with less than 5 sentences are removed |
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* Documents with "javascript", "lorum ipsum", "terms of use", "privacy policy", "cookie policy", "uses cookies", |
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"use of cookies", "use cookies", "elementen ontbreken", "deze printversie" are removed. |
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## Training |
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The model was trained for 63000 steps with a batch size of 128, ending in a evaluation loss = 1.79 and accuracy = 0.64. |
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