--- language: - he 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-he 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: 76.6 - type: accuracy name: Dutch Test accuracy value: 73.7 - type: accuracy name: German Test accuracy value: 70.5 - type: accuracy name: Italian Test accuracy value: 75.1 - type: accuracy name: French Test accuracy value: 71.3 - type: accuracy name: Spanish Test accuracy value: 74.5 - type: accuracy name: Russian Test accuracy value: 80.3 - type: accuracy name: Swedish Test accuracy value: 79.3 - type: accuracy name: Norwegian Test accuracy value: 75.7 - type: accuracy name: Danish Test accuracy value: 80.4 - type: accuracy name: Low Saxon Test accuracy value: 42.6 - type: accuracy name: Akkadian Test accuracy value: 24.1 - type: accuracy name: Armenian Test accuracy value: 77.0 - type: accuracy name: Welsh Test accuracy value: 62.3 - type: accuracy name: Old East Slavic Test accuracy value: 66.2 - type: accuracy name: Albanian Test accuracy value: 73.9 - type: accuracy name: Slovenian Test accuracy value: 72.5 - type: accuracy name: Guajajara Test accuracy value: 21.4 - type: accuracy name: Kurmanji Test accuracy value: 74.2 - type: accuracy name: Turkish Test accuracy value: 71.8 - type: accuracy name: Finnish Test accuracy value: 80.5 - type: accuracy name: Indonesian Test accuracy value: 80.0 - type: accuracy name: Ukrainian Test accuracy value: 78.8 - type: accuracy name: Polish Test accuracy value: 78.9 - type: accuracy name: Portuguese Test accuracy value: 78.6 - type: accuracy name: Kazakh Test accuracy value: 77.2 - type: accuracy name: Latin Test accuracy value: 73.5 - type: accuracy name: Old French Test accuracy value: 50.6 - type: accuracy name: Buryat Test accuracy value: 45.0 - type: accuracy name: Kaapor Test accuracy value: 11.2 - type: accuracy name: Korean Test accuracy value: 60.2 - type: accuracy name: Estonian Test accuracy value: 81.4 - type: accuracy name: Croatian Test accuracy value: 77.9 - type: accuracy name: Gothic Test accuracy value: 13.7 - type: accuracy name: Swiss German Test accuracy value: 44.8 - type: accuracy name: Assyrian Test accuracy value: 17.0 - type: accuracy name: North Sami Test accuracy value: 24.8 - type: accuracy name: Naija Test accuracy value: 41.6 - type: accuracy name: Latvian Test accuracy value: 80.1 - type: accuracy name: Chinese Test accuracy value: 60.5 - type: accuracy name: Tagalog Test accuracy value: 79.2 - type: accuracy name: Bambara Test accuracy value: 21.1 - type: accuracy name: Lithuanian Test accuracy value: 81.0 - type: accuracy name: Galician Test accuracy value: 76.1 - type: accuracy name: Vietnamese Test accuracy value: 64.4 - type: accuracy name: Greek Test accuracy value: 67.4 - type: accuracy name: Catalan Test accuracy value: 71.5 - type: accuracy name: Czech Test accuracy value: 77.7 - type: accuracy name: Erzya Test accuracy value: 32.0 - type: accuracy name: Bhojpuri Test accuracy value: 50.7 - type: accuracy name: Thai Test accuracy value: 69.2 - type: accuracy name: Marathi Test accuracy value: 81.6 - type: accuracy name: Basque Test accuracy value: 76.2 - type: accuracy name: Slovak Test accuracy value: 78.0 - type: accuracy name: Kiche Test accuracy value: 23.6 - type: accuracy name: Yoruba Test accuracy value: 17.5 - type: accuracy name: Warlpiri Test accuracy value: 22.3 - type: accuracy name: Tamil Test accuracy value: 82.1 - type: accuracy name: Maltese Test accuracy value: 18.0 - type: accuracy name: Ancient Greek Test accuracy value: 45.4 - type: accuracy name: Icelandic Test accuracy value: 81.0 - type: accuracy name: Mbya Guarani Test accuracy value: 22.0 - type: accuracy name: Urdu Test accuracy value: 70.9 - type: accuracy name: Romanian Test accuracy value: 76.5 - type: accuracy name: Persian Test accuracy value: 75.4 - type: accuracy name: Apurina Test accuracy value: 22.2 - type: accuracy name: Japanese Test accuracy value: 39.4 - type: accuracy name: Hungarian Test accuracy value: 65.8 - type: accuracy name: Hindi Test accuracy value: 75.2 - type: accuracy name: Classical Chinese Test accuracy value: 44.3 - type: accuracy name: Komi Permyak Test accuracy value: 35.0 - type: accuracy name: Faroese Test accuracy value: 70.8 - type: accuracy name: Sanskrit Test accuracy value: 12.1 - type: accuracy name: Livvi Test accuracy value: 52.2 - type: accuracy name: Arabic Test accuracy value: 77.4 - type: accuracy name: Wolof Test accuracy value: 24.4 - type: accuracy name: Bulgarian Test accuracy value: 82.1 - type: accuracy name: Akuntsu Test accuracy value: 17.0 - type: accuracy name: Makurap Test accuracy value: 8.2 - type: accuracy name: Kangri Test accuracy value: 39.9 - type: accuracy name: Breton Test accuracy value: 56.7 - type: accuracy name: Telugu Test accuracy value: 81.4 - type: accuracy name: Cantonese Test accuracy value: 57.7 - type: accuracy name: Old Church Slavonic Test accuracy value: 40.3 - type: accuracy name: Karelian Test accuracy value: 60.0 - type: accuracy name: Upper Sorbian Test accuracy value: 61.2 - type: accuracy name: South Levantine Arabic Test accuracy value: 64.5 - type: accuracy name: Komi Zyrian Test accuracy value: 29.0 - type: accuracy name: Irish Test accuracy value: 58.7 - type: accuracy name: Nayini Test accuracy value: 41.0 - type: accuracy name: Munduruku Test accuracy value: 9.5 - type: accuracy name: Manx Test accuracy value: 21.8 - type: accuracy name: Skolt Sami Test accuracy value: 27.2 - type: accuracy name: Afrikaans Test accuracy value: 73.3 - type: accuracy name: Old Turkish Test accuracy value: 43.4 - type: accuracy name: Tupinamba Test accuracy value: 21.9 - type: accuracy name: Belarusian Test accuracy value: 78.5 - type: accuracy name: Serbian Test accuracy value: 78.9 - type: accuracy name: Moksha Test accuracy value: 29.7 - type: accuracy name: Western Armenian Test accuracy value: 69.6 - type: accuracy name: Scottish Gaelic Test accuracy value: 51.3 - type: accuracy name: Khunsari Test accuracy value: 36.5 - type: accuracy name: Hebrew Test accuracy value: 93.8 - type: accuracy name: Uyghur Test accuracy value: 70.2 - type: accuracy name: Chukchi Test accuracy value: 27.1 --- # XLM-RoBERTa base Universal Dependencies v2.8 POS tagging: Hebrew 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-he") model = AutoModelForTokenClassification.from_pretrained("wietsedv/xlm-roberta-base-ft-udpos28-he") ```