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wietsedv/xlm-roberta-base-ft-udpos28-af

sourceHugging Faceapache-2.0updated 3y agoView on Hugging Face
2likes13downloads
Model Card

language:

  • —af 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-af 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: 85.8
  • —type: accuracy name: Dutch Test accuracy value: 83.7
  • —type: accuracy name: German Test accuracy value: 83.6
  • —type: accuracy name: Italian Test accuracy value: 84.4
  • —type: accuracy name: French Test accuracy value: 83.1
  • —type: accuracy name: Spanish Test accuracy value: 86.7
  • —type: accuracy name: Russian Test accuracy value: 86.4
  • —type: accuracy name: Swedish Test accuracy value: 87.7
  • —type: accuracy name: Norwegian Test accuracy value: 81.3
  • —type: accuracy name: Danish Test accuracy value: 86.8
  • —type: accuracy name: Low Saxon Test accuracy value: 62.5
  • —type: accuracy name: Akkadian Test accuracy value: 28.6
  • —type: accuracy name: Armenian Test accuracy value: 82.7
  • —type: accuracy name: Welsh Test accuracy value: 70.3
  • —type: accuracy name: Old East Slavic Test accuracy value: 72.5
  • —type: accuracy name: Albanian Test accuracy value: 79.4
  • —type: accuracy name: Slovenian Test accuracy value: 76.6
  • —type: accuracy name: Guajajara Test accuracy value: 23.2
  • —type: accuracy name: Kurmanji Test accuracy value: 74.7
  • —type: accuracy name: Turkish Test accuracy value: 72.8
  • —type: accuracy name: Finnish Test accuracy value: 83.9
  • —type: accuracy name: Indonesian Test accuracy value: 79.5
  • —type: accuracy name: Ukrainian Test accuracy value: 84.0
  • —type: accuracy name: Polish Test accuracy value: 85.6
  • —type: accuracy name: Portuguese Test accuracy value: 85.5
  • —type: accuracy name: Kazakh Test accuracy value: 77.5
  • —type: accuracy name: Latin Test accuracy value: 76.2
  • —type: accuracy name: Old French Test accuracy value: 58.4
  • —type: accuracy name: Buryat Test accuracy value: 59.7
  • —type: accuracy name: Kaapor Test accuracy value: 23.8
  • —type: accuracy name: Korean Test accuracy value: 59.4
  • —type: accuracy name: Estonian Test accuracy value: 86.7
  • —type: accuracy name: Croatian Test accuracy value: 86.4
  • —type: accuracy name: Gothic Test accuracy value: 20.7
  • —type: accuracy name: Swiss German Test accuracy value: 55.5
  • —type: accuracy name: Assyrian Test accuracy value: 17.2
  • —type: accuracy name: North Sami Test accuracy value: 38.8
  • —type: accuracy name: Naija Test accuracy value: 39.3
  • —type: accuracy name: Latvian Test accuracy value: 83.0
  • —type: accuracy name: Chinese Test accuracy value: 49.8
  • —type: accuracy name: Tagalog Test accuracy value: 71.7
  • —type: accuracy name: Bambara Test accuracy value: 29.9
  • —type: accuracy name: Lithuanian Test accuracy value: 82.8
  • —type: accuracy name: Galician Test accuracy value: 83.6
  • —type: accuracy name: Vietnamese Test accuracy value: 60.3
  • —type: accuracy name: Greek Test accuracy value: 83.3
  • —type: accuracy name: Catalan Test accuracy value: 86.1
  • —type: accuracy name: Czech Test accuracy value: 85.1
  • —type: accuracy name: Erzya Test accuracy value: 43.6
  • —type: accuracy name: Bhojpuri Test accuracy value: 50.1
  • —type: accuracy name: Thai Test accuracy value: 62.5
  • —type: accuracy name: Marathi Test accuracy value: 87.1
  • —type: accuracy name: Basque Test accuracy value: 76.2
  • —type: accuracy name: Slovak Test accuracy value: 84.8
  • —type: accuracy name: Kiche Test accuracy value: 34.1
  • —type: accuracy name: Yoruba Test accuracy value: 26.4
  • —type: accuracy name: Warlpiri Test accuracy value: 39.7
  • —type: accuracy name: Tamil Test accuracy value: 81.0
  • —type: accuracy name: Maltese Test accuracy value: 24.2
  • —type: accuracy name: Ancient Greek Test accuracy value: 59.3
  • —type: accuracy name: Icelandic Test accuracy value: 82.6
  • —type: accuracy name: Mbya Guarani Test accuracy value: 31.3
  • —type: accuracy name: Urdu Test accuracy value: 63.2
  • —type: accuracy name: Romanian Test accuracy value: 81.4
  • —type: accuracy name: Persian Test accuracy value: 75.4
  • —type: accuracy name: Apurina Test accuracy value: 32.2
  • —type: accuracy name: Japanese Test accuracy value: 35.9
  • —type: accuracy name: Hungarian Test accuracy value: 84.9
  • —type: accuracy name: Hindi Test accuracy value: 70.2
  • —type: accuracy name: Classical Chinese Test accuracy value: 30.5
  • —type: accuracy name: Komi Permyak Test accuracy value: 46.0
  • —type: accuracy name: Faroese Test accuracy value: 76.5
  • —type: accuracy name: Sanskrit Test accuracy value: 32.4
  • —type: accuracy name: Livvi Test accuracy value: 66.5
  • —type: accuracy name: Arabic Test accuracy value: 79.7
  • —type: accuracy name: Wolof Test accuracy value: 31.8
  • —type: accuracy name: Bulgarian Test accuracy value: 87.0
  • —type: accuracy name: Akuntsu Test accuracy value: 24.4
  • —type: accuracy name: Makurap Test accuracy value: 15.1
  • —type: accuracy name: Kangri Test accuracy value: 49.6
  • —type: accuracy name: Breton Test accuracy value: 62.0
  • —type: accuracy name: Telugu Test accuracy value: 82.2
  • —type: accuracy name: Cantonese Test accuracy value: 52.4
  • —type: accuracy name: Old Church Slavonic Test accuracy value: 51.0
  • —type: accuracy name: Karelian Test accuracy value: 73.1
  • —type: accuracy name: Upper Sorbian Test accuracy value: 74.2
  • —type: accuracy name: South Levantine Arabic Test accuracy value: 69.3
  • —type: accuracy name: Komi Zyrian Test accuracy value: 37.3
  • —type: accuracy name: Irish Test accuracy value: 66.3
  • —type: accuracy name: Nayini Test accuracy value: 47.4
  • —type: accuracy name: Munduruku Test accuracy value: 19.0
  • —type: accuracy name: Manx Test accuracy value: 39.6
  • —type: accuracy name: Skolt Sami Test accuracy value: 33.0
  • —type: accuracy name: Afrikaans Test accuracy value: 98.9
  • —type: accuracy name: Old Turkish Test accuracy value: 37.1
  • —type: accuracy name: Tupinamba Test accuracy value: 25.9
  • —type: accuracy name: Belarusian Test accuracy value: 86.4
  • —type: accuracy name: Serbian Test accuracy value: 87.0
  • —type: accuracy name: Moksha Test accuracy value: 42.9
  • —type: accuracy name: Western Armenian Test accuracy value: 80.0
  • —type: accuracy name: Scottish Gaelic Test accuracy value: 59.4
  • —type: accuracy name: Khunsari Test accuracy value: 37.8
  • —type: accuracy name: Hebrew Test accuracy value: 84.4
  • —type: accuracy name: Uyghur Test accuracy value: 73.3
  • —type: accuracy name: Chukchi Test accuracy value: 33.3 ---

XLM-RoBERTa base Universal Dependencies v2.8 POS tagging: Afrikaans

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 for more details.

Usage

python
from transformers import AutoTokenizer, AutoModelForTokenClassification

tokenizer = AutoTokenizer.from_pretrained("wietsedv/xlm-roberta-base-ft-udpos28-af")
model = AutoModelForTokenClassification.from_pretrained("wietsedv/xlm-roberta-base-ft-udpos28-af")