Migrate model card from transformers-repo
Browse filesRead announcement at https://discuss.huggingface.co/t/announcement-all-model-cards-will-be-migrated-to-hf-co-model-repos/2755
Original file history: https://github.com/huggingface/transformers/commits/master/model_cards/ixa-ehu/berteus-base-cased/README.md
README.md
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---
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language: eu
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---
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# BERTeus base cased
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This is the Basque language pretrained model presented in [Give your Text Representation Models some Love: the Case for Basque](https://arxiv.org/pdf/2004.00033.pdf). This model has been trained on a Basque corpus comprising Basque crawled news articles from online newspapers and the Basque Wikipedia. The training corpus contains 224.6 million tokens, of which 35 million come from the Wikipedia.
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BERTeus has been tested on four different downstream tasks for Basque: part-of-speech (POS) tagging, named entity recognition (NER), sentiment analysis and topic classification; improving the state of the art for all tasks. See summary of results below:
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| Downstream task | BERTeus | mBERT | Previous SOTA |
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| --------------- | ------- | ------| ------------- |
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| Topic Classification | **76.77** | 68.42 | 63.00 |
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| Sentiment | **78.10** | 71.02 | 74.02 |
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| POS | **97.76** | 96.37 | 96.10 |
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| NER | **87.06** | 81.52 | 76.72 |
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If using this model, please cite the following paper:
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```
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@inproceedings{agerri2020give,
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title={Give your Text Representation Models some Love: the Case for Basque},
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author={Rodrigo Agerri and I{\~n}aki San Vicente and Jon Ander Campos and Ander Barrena and Xabier Saralegi and Aitor Soroa and Eneko Agirre},
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booktitle={Proceedings of the 12th International Conference on Language Resources and Evaluation},
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year={2020}
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}
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```
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