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