| |
|
| | --- |
| | language: |
| | - cs |
| | 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-cs |
| | 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: 83.4 |
| | - type: accuracy |
| | name: Dutch Test accuracy |
| | value: 83.9 |
| | - type: accuracy |
| | name: German Test accuracy |
| | value: 83.2 |
| | - type: accuracy |
| | name: Italian Test accuracy |
| | value: 81.5 |
| | - type: accuracy |
| | name: French Test accuracy |
| | value: 83.5 |
| | - type: accuracy |
| | name: Spanish Test accuracy |
| | value: 85.9 |
| | - type: accuracy |
| | name: Russian Test accuracy |
| | value: 91.2 |
| | - type: accuracy |
| | name: Swedish Test accuracy |
| | value: 88.3 |
| | - type: accuracy |
| | name: Norwegian Test accuracy |
| | value: 79.6 |
| | - type: accuracy |
| | name: Danish Test accuracy |
| | value: 85.4 |
| | - type: accuracy |
| | name: Low Saxon Test accuracy |
| | value: 55.4 |
| | - type: accuracy |
| | name: Akkadian Test accuracy |
| | value: 40.3 |
| | - type: accuracy |
| | name: Armenian Test accuracy |
| | value: 84.2 |
| | - type: accuracy |
| | name: Welsh Test accuracy |
| | value: 66.4 |
| | - type: accuracy |
| | name: Old East Slavic Test accuracy |
| | value: 76.6 |
| | - type: accuracy |
| | name: Albanian Test accuracy |
| | value: 76.8 |
| | - type: accuracy |
| | name: Slovenian Test accuracy |
| | value: 87.4 |
| | - type: accuracy |
| | name: Guajajara Test accuracy |
| | value: 37.3 |
| | - type: accuracy |
| | name: Kurmanji Test accuracy |
| | value: 79.3 |
| | - type: accuracy |
| | name: Turkish Test accuracy |
| | value: 77.5 |
| | - type: accuracy |
| | name: Finnish Test accuracy |
| | value: 83.3 |
| | - type: accuracy |
| | name: Indonesian Test accuracy |
| | value: 83.0 |
| | - type: accuracy |
| | name: Ukrainian Test accuracy |
| | value: 92.8 |
| | - type: accuracy |
| | name: Polish Test accuracy |
| | value: 92.1 |
| | - type: accuracy |
| | name: Portuguese Test accuracy |
| | value: 86.3 |
| | - type: accuracy |
| | name: Kazakh Test accuracy |
| | value: 80.2 |
| | - type: accuracy |
| | name: Latin Test accuracy |
| | value: 79.7 |
| | - type: accuracy |
| | name: Old French Test accuracy |
| | value: 59.4 |
| | - type: accuracy |
| | name: Buryat Test accuracy |
| | value: 60.3 |
| | - type: accuracy |
| | name: Kaapor Test accuracy |
| | value: 22.5 |
| | - type: accuracy |
| | name: Korean Test accuracy |
| | value: 58.9 |
| | - type: accuracy |
| | name: Estonian Test accuracy |
| | value: 85.7 |
| | - type: accuracy |
| | name: Croatian Test accuracy |
| | value: 94.9 |
| | - type: accuracy |
| | name: Gothic Test accuracy |
| | value: 27.2 |
| | - type: accuracy |
| | name: Swiss German Test accuracy |
| | value: 48.8 |
| | - type: accuracy |
| | name: Assyrian Test accuracy |
| | value: 15.0 |
| | - type: accuracy |
| | name: North Sami Test accuracy |
| | value: 43.4 |
| | - type: accuracy |
| | name: Naija Test accuracy |
| | value: 41.6 |
| | - type: accuracy |
| | name: Latvian Test accuracy |
| | value: 85.9 |
| | - type: accuracy |
| | name: Chinese Test accuracy |
| | value: 31.9 |
| | - type: accuracy |
| | name: Tagalog Test accuracy |
| | value: 72.0 |
| | - type: accuracy |
| | name: Bambara Test accuracy |
| | value: 27.8 |
| | - type: accuracy |
| | name: Lithuanian Test accuracy |
| | value: 86.5 |
| | - type: accuracy |
| | name: Galician Test accuracy |
| | value: 85.1 |
| | - type: accuracy |
| | name: Vietnamese Test accuracy |
| | value: 67.4 |
| | - type: accuracy |
| | name: Greek Test accuracy |
| | value: 84.2 |
| | - type: accuracy |
| | name: Catalan Test accuracy |
| | value: 84.6 |
| | - type: accuracy |
| | name: Czech Test accuracy |
| | value: 98.4 |
| | - type: accuracy |
| | name: Erzya Test accuracy |
| | value: 51.1 |
| | - type: accuracy |
| | name: Bhojpuri Test accuracy |
| | value: 48.7 |
| | - type: accuracy |
| | name: Thai Test accuracy |
| | value: 52.4 |
| | - type: accuracy |
| | name: Marathi Test accuracy |
| | value: 87.7 |
| | - type: accuracy |
| | name: Basque Test accuracy |
| | value: 74.0 |
| | - type: accuracy |
| | name: Slovak Test accuracy |
| | value: 95.8 |
| | - type: accuracy |
| | name: Kiche Test accuracy |
| | value: 36.8 |
| | - type: accuracy |
| | name: Yoruba Test accuracy |
| | value: 28.3 |
| | - type: accuracy |
| | name: Warlpiri Test accuracy |
| | value: 43.3 |
| | - type: accuracy |
| | name: Tamil Test accuracy |
| | value: 84.3 |
| | - type: accuracy |
| | name: Maltese Test accuracy |
| | value: 33.1 |
| | - type: accuracy |
| | name: Ancient Greek Test accuracy |
| | value: 59.5 |
| | - type: accuracy |
| | name: Icelandic Test accuracy |
| | value: 79.1 |
| | - type: accuracy |
| | name: Mbya Guarani Test accuracy |
| | value: 34.1 |
| | - type: accuracy |
| | name: Urdu Test accuracy |
| | value: 61.9 |
| | - type: accuracy |
| | name: Romanian Test accuracy |
| | value: 83.8 |
| | - type: accuracy |
| | name: Persian Test accuracy |
| | value: 80.1 |
| | - type: accuracy |
| | name: Apurina Test accuracy |
| | value: 48.4 |
| | - type: accuracy |
| | name: Japanese Test accuracy |
| | value: 19.4 |
| | - type: accuracy |
| | name: Hungarian Test accuracy |
| | value: 79.1 |
| | - type: accuracy |
| | name: Hindi Test accuracy |
| | value: 65.8 |
| | - type: accuracy |
| | name: Classical Chinese Test accuracy |
| | value: 15.7 |
| | - type: accuracy |
| | name: Komi Permyak Test accuracy |
| | value: 49.2 |
| | - type: accuracy |
| | name: Faroese Test accuracy |
| | value: 76.1 |
| | - type: accuracy |
| | name: Sanskrit Test accuracy |
| | value: 35.8 |
| | - type: accuracy |
| | name: Livvi Test accuracy |
| | value: 65.9 |
| | - type: accuracy |
| | name: Arabic Test accuracy |
| | value: 80.4 |
| | - type: accuracy |
| | name: Wolof Test accuracy |
| | value: 38.2 |
| | - type: accuracy |
| | name: Bulgarian Test accuracy |
| | value: 91.9 |
| | - type: accuracy |
| | name: Akuntsu Test accuracy |
| | value: 38.0 |
| | - type: accuracy |
| | name: Makurap Test accuracy |
| | value: 21.2 |
| | - type: accuracy |
| | name: Kangri Test accuracy |
| | value: 48.4 |
| | - type: accuracy |
| | name: Breton Test accuracy |
| | value: 58.2 |
| | - type: accuracy |
| | name: Telugu Test accuracy |
| | value: 82.1 |
| | - type: accuracy |
| | name: Cantonese Test accuracy |
| | value: 37.2 |
| | - type: accuracy |
| | name: Old Church Slavonic Test accuracy |
| | value: 48.4 |
| | - type: accuracy |
| | name: Karelian Test accuracy |
| | value: 69.5 |
| | - type: accuracy |
| | name: Upper Sorbian Test accuracy |
| | value: 81.0 |
| | - type: accuracy |
| | name: South Levantine Arabic Test accuracy |
| | value: 68.7 |
| | - type: accuracy |
| | name: Komi Zyrian Test accuracy |
| | value: 44.4 |
| | - type: accuracy |
| | name: Irish Test accuracy |
| | value: 67.8 |
| | - type: accuracy |
| | name: Nayini Test accuracy |
| | value: 47.4 |
| | - type: accuracy |
| | name: Munduruku Test accuracy |
| | value: 28.1 |
| | - type: accuracy |
| | name: Manx Test accuracy |
| | value: 37.6 |
| | - type: accuracy |
| | name: Skolt Sami Test accuracy |
| | value: 40.2 |
| | - type: accuracy |
| | name: Afrikaans Test accuracy |
| | value: 78.2 |
| | - type: accuracy |
| | name: Old Turkish Test accuracy |
| | value: 37.1 |
| | - type: accuracy |
| | name: Tupinamba Test accuracy |
| | value: 43.5 |
| | - type: accuracy |
| | name: Belarusian Test accuracy |
| | value: 90.1 |
| | - type: accuracy |
| | name: Serbian Test accuracy |
| | value: 96.0 |
| | - type: accuracy |
| | name: Moksha Test accuracy |
| | value: 48.5 |
| | - type: accuracy |
| | name: Western Armenian Test accuracy |
| | value: 74.9 |
| | - type: accuracy |
| | name: Scottish Gaelic Test accuracy |
| | value: 58.0 |
| | - type: accuracy |
| | name: Khunsari Test accuracy |
| | value: 39.2 |
| | - type: accuracy |
| | name: Hebrew Test accuracy |
| | value: 87.5 |
| | - type: accuracy |
| | name: Uyghur Test accuracy |
| | value: 72.1 |
| | - type: accuracy |
| | name: Chukchi Test accuracy |
| | value: 35.4 |
| | --- |
| | |
| | # XLM-RoBERTa base Universal Dependencies v2.8 POS tagging: Czech |
| |
|
| | 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-cs") |
| | model = AutoModelForTokenClassification.from_pretrained("wietsedv/xlm-roberta-base-ft-udpos28-cs") |
| | ``` |
| |
|
