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language: fy |
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tags: |
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- BERTje |
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- pos |
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--- |
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Wietse de Vries • Martijn Bartelds • Malvina Nissim • Martijn Wieling |
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# Adapting Monolingual Models: Data can be Scarce when Language Similarity is High |
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This model is part of this paper + code: |
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- 📝 [Paper](https://arxiv.org/abs/2105.02855) |
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- 💻 [Code](https://github.com/wietsedv/low-resource-adapt) |
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## Models |
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The best fine-tuned models for Gronings and West Frisian are available on the HuggingFace model hub: |
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### Lexical layers |
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These models are identical to [BERTje](https://github.com/wietsedv/bertje), but with different lexical layers (`bert.embeddings.word_embeddings`). |
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- 🤗 [`GroNLP/bert-base-dutch-cased`](https://huggingface.co/GroNLP/bert-base-dutch-cased) (Dutch; source language) |
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- 🤗 [`GroNLP/bert-base-dutch-cased-gronings`](https://huggingface.co/GroNLP/bert-base-dutch-cased-gronings) (Gronings) |
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- 🤗 [`GroNLP/bert-base-dutch-cased-frisian`](https://huggingface.co/GroNLP/bert-base-dutch-cased-frisian) (West Frisian) |
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### POS tagging |
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These models share the same fine-tuned Transformer layers + classification head, but with the retrained lexical layers from the models above. |
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- 🤗 [`GroNLP/bert-base-dutch-cased-upos-alpino`](https://huggingface.co/GroNLP/bert-base-dutch-cased-upos-alpino) (Dutch) |
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- 🤗 [`GroNLP/bert-base-dutch-cased-upos-alpino-gronings`](https://huggingface.co/GroNLP/bert-base-dutch-cased-upos-alpino-gronings) (Gronings) |
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- 🤗 [`GroNLP/bert-base-dutch-cased-upos-alpino-frisian`](https://huggingface.co/GroNLP/bert-base-dutch-cased-upos-alpino-frisian) (West Frisian) |
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