9.38 kB
| --- | |
| language: | |
| - eu | |
| license: apache-2.0 | |
| library_name: transformers | |
| tags: | |
| - part-of-speech | |
| - token-classification | |
| datasets: | |
| - universal_dependencies | |
| metrics: | |
| - accuracy | |
| model-index: | |
| - name: xlm-roberta-base-ft-udpos28-eu | |
| results: | |
| - task: | |
| type: token-classification | |
| name: Part-of-Speech Tagging | |
| dataset: | |
| type: universal_dependencies | |
| name: Universal Dependencies v2.8 | |
| metrics: | |
| - type: accuracy | |
| name: English Test accuracy | |
| value: 65.8 | |
| - type: accuracy | |
| name: Dutch Test accuracy | |
| value: 63.5 | |
| - type: accuracy | |
| name: German Test accuracy | |
| value: 66.3 | |
| - type: accuracy | |
| name: Italian Test accuracy | |
| value: 65.5 | |
| - type: accuracy | |
| name: French Test accuracy | |
| value: 61.2 | |
| - type: accuracy | |
| name: Spanish Test accuracy | |
| value: 62.0 | |
| - type: accuracy | |
| name: Russian Test accuracy | |
| value: 74.9 | |
| - type: accuracy | |
| name: Swedish Test accuracy | |
| value: 66.6 | |
| - type: accuracy | |
| name: Norwegian Test accuracy | |
| value: 61.8 | |
| - type: accuracy | |
| name: Danish Test accuracy | |
| value: 66.5 | |
| - type: accuracy | |
| name: Low Saxon Test accuracy | |
| value: 48.3 | |
| - type: accuracy | |
| name: Akkadian Test accuracy | |
| value: 40.9 | |
| - type: accuracy | |
| name: Armenian Test accuracy | |
| value: 80.8 | |
| - type: accuracy | |
| name: Welsh Test accuracy | |
| value: 53.5 | |
| - type: accuracy | |
| name: Old East Slavic Test accuracy | |
| value: 65.1 | |
| - type: accuracy | |
| name: Albanian Test accuracy | |
| value: 66.9 | |
| - type: accuracy | |
| name: Slovenian Test accuracy | |
| value: 67.3 | |
| - type: accuracy | |
| name: Guajajara Test accuracy | |
| value: 32.0 | |
| - type: accuracy | |
| name: Kurmanji Test accuracy | |
| value: 66.2 | |
| - type: accuracy | |
| name: Turkish Test accuracy | |
| value: 75.7 | |
| - type: accuracy | |
| name: Finnish Test accuracy | |
| value: 79.2 | |
| - type: accuracy | |
| name: Indonesian Test accuracy | |
| value: 71.5 | |
| - type: accuracy | |
| name: Ukrainian Test accuracy | |
| value: 74.6 | |
| - type: accuracy | |
| name: Polish Test accuracy | |
| value: 73.8 | |
| - type: accuracy | |
| name: Portuguese Test accuracy | |
| value: 69.5 | |
| - type: accuracy | |
| name: Kazakh Test accuracy | |
| value: 84.0 | |
| - type: accuracy | |
| name: Latin Test accuracy | |
| value: 68.1 | |
| - type: accuracy | |
| name: Old French Test accuracy | |
| value: 45.0 | |
| - type: accuracy | |
| name: Buryat Test accuracy | |
| value: 66.6 | |
| - type: accuracy | |
| name: Kaapor Test accuracy | |
| value: 27.9 | |
| - type: accuracy | |
| name: Korean Test accuracy | |
| value: 65.4 | |
| - type: accuracy | |
| name: Estonian Test accuracy | |
| value: 79.4 | |
| - type: accuracy | |
| name: Croatian Test accuracy | |
| value: 74.6 | |
| - type: accuracy | |
| name: Gothic Test accuracy | |
| value: 30.8 | |
| - type: accuracy | |
| name: Swiss German Test accuracy | |
| value: 41.3 | |
| - type: accuracy | |
| name: Assyrian Test accuracy | |
| value: 15.9 | |
| - type: accuracy | |
| name: North Sami Test accuracy | |
| value: 41.9 | |
| - type: accuracy | |
| name: Naija Test accuracy | |
| value: 37.4 | |
| - type: accuracy | |
| name: Latvian Test accuracy | |
| value: 79.8 | |
| - type: accuracy | |
| name: Chinese Test accuracy | |
| value: 46.9 | |
| - type: accuracy | |
| name: Tagalog Test accuracy | |
| value: 56.6 | |
| - type: accuracy | |
| name: Bambara Test accuracy | |
| value: 29.8 | |
| - type: accuracy | |
| name: Lithuanian Test accuracy | |
| value: 80.9 | |
| - type: accuracy | |
| name: Galician Test accuracy | |
| value: 68.7 | |
| - type: accuracy | |
| name: Vietnamese Test accuracy | |
| value: 63.8 | |
| - type: accuracy | |
| name: Greek Test accuracy | |
| value: 65.3 | |
| - type: accuracy | |
| name: Catalan Test accuracy | |
| value: 58.0 | |
| - type: accuracy | |
| name: Czech Test accuracy | |
| value: 74.0 | |
| - type: accuracy | |
| name: Erzya Test accuracy | |
| value: 49.4 | |
| - type: accuracy | |
| name: Bhojpuri Test accuracy | |
| value: 53.4 | |
| - type: accuracy | |
| name: Thai Test accuracy | |
| value: 53.1 | |
| - type: accuracy | |
| name: Marathi Test accuracy | |
| value: 78.5 | |
| - type: accuracy | |
| name: Basque Test accuracy | |
| value: 95.7 | |
| - type: accuracy | |
| name: Slovak Test accuracy | |
| value: 75.9 | |
| - type: accuracy | |
| name: Kiche Test accuracy | |
| value: 35.3 | |
| - type: accuracy | |
| name: Yoruba Test accuracy | |
| value: 28.4 | |
| - type: accuracy | |
| name: Warlpiri Test accuracy | |
| value: 43.3 | |
| - type: accuracy | |
| name: Tamil Test accuracy | |
| value: 86.5 | |
| - type: accuracy | |
| name: Maltese Test accuracy | |
| value: 35.5 | |
| - type: accuracy | |
| name: Ancient Greek Test accuracy | |
| value: 59.2 | |
| - type: accuracy | |
| name: Icelandic Test accuracy | |
| value: 65.2 | |
| - type: accuracy | |
| name: Mbya Guarani Test accuracy | |
| value: 35.4 | |
| - type: accuracy | |
| name: Urdu Test accuracy | |
| value: 64.4 | |
| - type: accuracy | |
| name: Romanian Test accuracy | |
| value: 68.9 | |
| - type: accuracy | |
| name: Persian Test accuracy | |
| value: 63.9 | |
| - type: accuracy | |
| name: Apurina Test accuracy | |
| value: 39.4 | |
| - type: accuracy | |
| name: Japanese Test accuracy | |
| value: 39.2 | |
| - type: accuracy | |
| name: Hungarian Test accuracy | |
| value: 69.6 | |
| - type: accuracy | |
| name: Hindi Test accuracy | |
| value: 68.7 | |
| - type: accuracy | |
| name: Classical Chinese Test accuracy | |
| value: 27.9 | |
| - type: accuracy | |
| name: Komi Permyak Test accuracy | |
| value: 52.0 | |
| - type: accuracy | |
| name: Faroese Test accuracy | |
| value: 62.5 | |
| - type: accuracy | |
| name: Sanskrit Test accuracy | |
| value: 40.8 | |
| - type: accuracy | |
| name: Livvi Test accuracy | |
| value: 65.8 | |
| - type: accuracy | |
| name: Arabic Test accuracy | |
| value: 63.5 | |
| - type: accuracy | |
| name: Wolof Test accuracy | |
| value: 37.6 | |
| - type: accuracy | |
| name: Bulgarian Test accuracy | |
| value: 68.8 | |
| - type: accuracy | |
| name: Akuntsu Test accuracy | |
| value: 41.1 | |
| - type: accuracy | |
| name: Makurap Test accuracy | |
| value: 24.0 | |
| - type: accuracy | |
| name: Kangri Test accuracy | |
| value: 54.3 | |
| - type: accuracy | |
| name: Breton Test accuracy | |
| value: 52.9 | |
| - type: accuracy | |
| name: Telugu Test accuracy | |
| value: 82.4 | |
| - type: accuracy | |
| name: Cantonese Test accuracy | |
| value: 49.0 | |
| - type: accuracy | |
| name: Old Church Slavonic Test accuracy | |
| value: 46.7 | |
| - type: accuracy | |
| name: Karelian Test accuracy | |
| value: 71.1 | |
| - type: accuracy | |
| name: Upper Sorbian Test accuracy | |
| value: 65.9 | |
| - type: accuracy | |
| name: South Levantine Arabic Test accuracy | |
| value: 61.3 | |
| - type: accuracy | |
| name: Komi Zyrian Test accuracy | |
| value: 47.2 | |
| - type: accuracy | |
| name: Irish Test accuracy | |
| value: 53.7 | |
| - type: accuracy | |
| name: Nayini Test accuracy | |
| value: 41.0 | |
| - type: accuracy | |
| name: Munduruku Test accuracy | |
| value: 26.4 | |
| - type: accuracy | |
| name: Manx Test accuracy | |
| value: 33.3 | |
| - type: accuracy | |
| name: Skolt Sami Test accuracy | |
| value: 45.5 | |
| - type: accuracy | |
| name: Afrikaans Test accuracy | |
| value: 61.2 | |
| - type: accuracy | |
| name: Old Turkish Test accuracy | |
| value: 37.1 | |
| - type: accuracy | |
| name: Tupinamba Test accuracy | |
| value: 44.8 | |
| - type: accuracy | |
| name: Belarusian Test accuracy | |
| value: 74.6 | |
| - type: accuracy | |
| name: Serbian Test accuracy | |
| value: 74.5 | |
| - type: accuracy | |
| name: Moksha Test accuracy | |
| value: 46.1 | |
| - type: accuracy | |
| name: Western Armenian Test accuracy | |
| value: 77.4 | |
| - type: accuracy | |
| name: Scottish Gaelic Test accuracy | |
| value: 48.8 | |
| - type: accuracy | |
| name: Khunsari Test accuracy | |
| value: 39.2 | |
| - type: accuracy | |
| name: Hebrew Test accuracy | |
| value: 80.2 | |
| - type: accuracy | |
| name: Uyghur Test accuracy | |
| value: 75.3 | |
| - type: accuracy | |
| name: Chukchi Test accuracy | |
| value: 41.2 | |
| --- | |
| # XLM-RoBERTa base Universal Dependencies v2.8 POS tagging: Basque | |
| This model is part of our paper called: | |
| - Make the Best of Cross-lingual Transfer: Evidence from POS Tagging with over 100 Languages | |
| Check the [Space](https://huggingface.co/spaces/wietsedv/xpos) for more details. | |
| ## Usage | |
| ```python | |
| from transformers import AutoTokenizer, AutoModelForTokenClassification | |
| tokenizer = AutoTokenizer.from_pretrained("wietsedv/xlm-roberta-base-ft-udpos28-eu") | |
| model = AutoModelForTokenClassification.from_pretrained("wietsedv/xlm-roberta-base-ft-udpos28-eu") | |
| ``` | |