add model card

README.md

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+---
+language: fy
+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)