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README.md
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---
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language:
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- fi
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- et
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- en
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- multilingual
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license: cc-by-4.0
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---
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# FinEst BERT
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FinEst BERT is a trilingual model, using bert-base architecture, trained on Finnish, Estonian, and English corpora. Focusing on three languages, the model performs better than [multilingual BERT](https://huggingface.co/bert-base-multilingual-cased), while still offering an option for cross-lingual knowledge transfer, which a monolingual model wouldn't.
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Evaluation is presented in our article:
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```
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@Inproceedings{ulcar-robnik2020finest,
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author = "Ulčar, M. and Robnik-Šikonja, M.",
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year = 2020,
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title = "{FinEst BERT} and {CroSloEngual BERT}: less is more in multilingual models",
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editor = "Sojka, P and Kopeček, I and Pala, K and Horák, A",
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booktitle = "Text, Speech, and Dialogue {TSD 2020}",
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series = "Lecture Notes in Computer Science",
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volume = 12284,
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publisher = "Springer",
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url = "https://doi.org/10.1007/978-3-030-58323-1_11",
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}
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```
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The preprint is available at [arxiv.org/abs/2006.07890](https://arxiv.org/abs/2006.07890).
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