--- language: - wo 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-wo 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: 51.4 - type: accuracy name: Dutch Test accuracy value: 52.2 - type: accuracy name: German Test accuracy value: 38.4 - type: accuracy name: Italian Test accuracy value: 51.2 - type: accuracy name: French Test accuracy value: 48.8 - type: accuracy name: Spanish Test accuracy value: 52.4 - type: accuracy name: Russian Test accuracy value: 57.3 - type: accuracy name: Swedish Test accuracy value: 49.0 - type: accuracy name: Norwegian Test accuracy value: 49.1 - type: accuracy name: Danish Test accuracy value: 52.4 - type: accuracy name: Low Saxon Test accuracy value: 34.5 - type: accuracy name: Akkadian Test accuracy value: 41.6 - type: accuracy name: Armenian Test accuracy value: 61.7 - type: accuracy name: Welsh Test accuracy value: 41.5 - type: accuracy name: Old East Slavic Test accuracy value: 48.3 - type: accuracy name: Albanian Test accuracy value: 51.8 - type: accuracy name: Slovenian Test accuracy value: 43.9 - type: accuracy name: Guajajara Test accuracy value: 32.0 - type: accuracy name: Kurmanji Test accuracy value: 46.5 - type: accuracy name: Turkish Test accuracy value: 56.7 - type: accuracy name: Finnish Test accuracy value: 58.5 - type: accuracy name: Indonesian Test accuracy value: 61.8 - type: accuracy name: Ukrainian Test accuracy value: 56.8 - type: accuracy name: Polish Test accuracy value: 55.2 - type: accuracy name: Portuguese Test accuracy value: 55.5 - type: accuracy name: Kazakh Test accuracy value: 63.6 - type: accuracy name: Latin Test accuracy value: 51.1 - type: accuracy name: Old French Test accuracy value: 33.8 - type: accuracy name: Buryat Test accuracy value: 54.2 - type: accuracy name: Kaapor Test accuracy value: 23.8 - type: accuracy name: Korean Test accuracy value: 52.5 - type: accuracy name: Estonian Test accuracy value: 60.2 - type: accuracy name: Croatian Test accuracy value: 52.4 - type: accuracy name: Gothic Test accuracy value: 23.0 - type: accuracy name: Swiss German Test accuracy value: 30.6 - type: accuracy name: Assyrian Test accuracy value: 18.8 - type: accuracy name: North Sami Test accuracy value: 42.8 - type: accuracy name: Naija Test accuracy value: 26.9 - type: accuracy name: Latvian Test accuracy value: 61.3 - type: accuracy name: Chinese Test accuracy value: 33.6 - type: accuracy name: Tagalog Test accuracy value: 62.2 - type: accuracy name: Bambara Test accuracy value: 33.8 - type: accuracy name: Lithuanian Test accuracy value: 61.0 - type: accuracy name: Galician Test accuracy value: 53.1 - type: accuracy name: Vietnamese Test accuracy value: 49.1 - type: accuracy name: Greek Test accuracy value: 46.2 - type: accuracy name: Catalan Test accuracy value: 52.9 - type: accuracy name: Czech Test accuracy value: 55.2 - type: accuracy name: Erzya Test accuracy value: 50.0 - type: accuracy name: Bhojpuri Test accuracy value: 43.1 - type: accuracy name: Thai Test accuracy value: 34.9 - type: accuracy name: Marathi Test accuracy value: 57.1 - type: accuracy name: Basque Test accuracy value: 66.6 - type: accuracy name: Slovak Test accuracy value: 58.8 - type: accuracy name: Kiche Test accuracy value: 50.1 - type: accuracy name: Yoruba Test accuracy value: 34.1 - type: accuracy name: Warlpiri Test accuracy value: 42.5 - type: accuracy name: Tamil Test accuracy value: 66.0 - type: accuracy name: Maltese Test accuracy value: 35.7 - type: accuracy name: Ancient Greek Test accuracy value: 39.3 - type: accuracy name: Icelandic Test accuracy value: 47.9 - type: accuracy name: Mbya Guarani Test accuracy value: 31.8 - type: accuracy name: Urdu Test accuracy value: 40.4 - type: accuracy name: Romanian Test accuracy value: 54.4 - type: accuracy name: Persian Test accuracy value: 46.2 - type: accuracy name: Apurina Test accuracy value: 58.3 - type: accuracy name: Japanese Test accuracy value: 31.0 - type: accuracy name: Hungarian Test accuracy value: 53.0 - type: accuracy name: Hindi Test accuracy value: 49.3 - type: accuracy name: Classical Chinese Test accuracy value: 24.8 - type: accuracy name: Komi Permyak Test accuracy value: 49.3 - type: accuracy name: Faroese Test accuracy value: 51.5 - type: accuracy name: Sanskrit Test accuracy value: 31.0 - type: accuracy name: Livvi Test accuracy value: 52.5 - type: accuracy name: Arabic Test accuracy value: 50.6 - type: accuracy name: Wolof Test accuracy value: 91.5 - type: accuracy name: Bulgarian Test accuracy value: 54.3 - type: accuracy name: Akuntsu Test accuracy value: 35.7 - type: accuracy name: Makurap Test accuracy value: 20.5 - type: accuracy name: Kangri Test accuracy value: 36.2 - type: accuracy name: Breton Test accuracy value: 46.9 - type: accuracy name: Telugu Test accuracy value: 63.5 - type: accuracy name: Cantonese Test accuracy value: 40.2 - type: accuracy name: Old Church Slavonic Test accuracy value: 27.7 - type: accuracy name: Karelian Test accuracy value: 55.2 - type: accuracy name: Upper Sorbian Test accuracy value: 52.5 - type: accuracy name: South Levantine Arabic Test accuracy value: 46.6 - type: accuracy name: Komi Zyrian Test accuracy value: 43.4 - type: accuracy name: Irish Test accuracy value: 44.3 - type: accuracy name: Nayini Test accuracy value: 46.2 - type: accuracy name: Munduruku Test accuracy value: 32.3 - type: accuracy name: Manx Test accuracy value: 38.2 - type: accuracy name: Skolt Sami Test accuracy value: 41.8 - type: accuracy name: Afrikaans Test accuracy value: 49.0 - type: accuracy name: Old Turkish Test accuracy value: 42.1 - type: accuracy name: Tupinamba Test accuracy value: 48.2 - type: accuracy name: Belarusian Test accuracy value: 61.1 - type: accuracy name: Serbian Test accuracy value: 52.9 - type: accuracy name: Moksha Test accuracy value: 47.3 - type: accuracy name: Western Armenian Test accuracy value: 62.9 - type: accuracy name: Scottish Gaelic Test accuracy value: 39.6 - type: accuracy name: Khunsari Test accuracy value: 36.5 - type: accuracy name: Hebrew Test accuracy value: 64.6 - type: accuracy name: Uyghur Test accuracy value: 59.7 - type: accuracy name: Chukchi Test accuracy value: 40.9 --- # XLM-RoBERTa base Universal Dependencies v2.8 POS tagging: Wolof 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-wo") model = AutoModelForTokenClassification.from_pretrained("wietsedv/xlm-roberta-base-ft-udpos28-wo") ```