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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 for more details.

Usage

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")
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Hosted inference API
This model can be loaded on the Inference API on-demand.

Dataset used to train wietsedv/xlm-roberta-base-ft-udpos28-eu

Space using wietsedv/xlm-roberta-base-ft-udpos28-eu

Evaluation results

  • English Test accuracy on Universal Dependencies v2.8
    self-reported
    65.800
  • Dutch Test accuracy on Universal Dependencies v2.8
    self-reported
    63.500
  • German Test accuracy on Universal Dependencies v2.8
    self-reported
    66.300
  • Italian Test accuracy on Universal Dependencies v2.8
    self-reported
    65.500
  • French Test accuracy on Universal Dependencies v2.8
    self-reported
    61.200
  • Spanish Test accuracy on Universal Dependencies v2.8
    self-reported
    62.000
  • Russian Test accuracy on Universal Dependencies v2.8
    self-reported
    74.900
  • Swedish Test accuracy on Universal Dependencies v2.8
    self-reported
    66.600
  • Norwegian Test accuracy on Universal Dependencies v2.8
    self-reported
    61.800
  • Danish Test accuracy on Universal Dependencies v2.8
    self-reported
    66.500
  • Low Saxon Test accuracy on Universal Dependencies v2.8
    self-reported
    48.300
  • Akkadian Test accuracy on Universal Dependencies v2.8
    self-reported
    40.900
  • Armenian Test accuracy on Universal Dependencies v2.8
    self-reported
    80.800
  • Welsh Test accuracy on Universal Dependencies v2.8
    self-reported
    53.500
  • Old East Slavic Test accuracy on Universal Dependencies v2.8
    self-reported
    65.100
  • Albanian Test accuracy on Universal Dependencies v2.8
    self-reported
    66.900
  • Slovenian Test accuracy on Universal Dependencies v2.8
    self-reported
    67.300
  • Guajajara Test accuracy on Universal Dependencies v2.8
    self-reported
    32.000
  • Kurmanji Test accuracy on Universal Dependencies v2.8
    self-reported
    66.200
  • Turkish Test accuracy on Universal Dependencies v2.8
    self-reported
    75.700
  • Finnish Test accuracy on Universal Dependencies v2.8
    self-reported
    79.200
  • Indonesian Test accuracy on Universal Dependencies v2.8
    self-reported
    71.500
  • Ukrainian Test accuracy on Universal Dependencies v2.8
    self-reported
    74.600
  • Polish Test accuracy on Universal Dependencies v2.8
    self-reported
    73.800
  • Portuguese Test accuracy on Universal Dependencies v2.8
    self-reported
    69.500
  • Kazakh Test accuracy on Universal Dependencies v2.8
    self-reported
    84.000
  • Latin Test accuracy on Universal Dependencies v2.8
    self-reported
    68.100
  • Old French Test accuracy on Universal Dependencies v2.8
    self-reported
    45.000
  • Buryat Test accuracy on Universal Dependencies v2.8
    self-reported
    66.600
  • Kaapor Test accuracy on Universal Dependencies v2.8
    self-reported
    27.900
  • Korean Test accuracy on Universal Dependencies v2.8
    self-reported
    65.400
  • Estonian Test accuracy on Universal Dependencies v2.8
    self-reported
    79.400
  • Croatian Test accuracy on Universal Dependencies v2.8
    self-reported
    74.600
  • Gothic Test accuracy on Universal Dependencies v2.8
    self-reported
    30.800
  • Swiss German Test accuracy on Universal Dependencies v2.8
    self-reported
    41.300
  • Assyrian Test accuracy on Universal Dependencies v2.8
    self-reported
    15.900
  • North Sami Test accuracy on Universal Dependencies v2.8
    self-reported
    41.900
  • Naija Test accuracy on Universal Dependencies v2.8
    self-reported
    37.400
  • Latvian Test accuracy on Universal Dependencies v2.8
    self-reported
    79.800
  • Chinese Test accuracy on Universal Dependencies v2.8
    self-reported
    46.900
  • Tagalog Test accuracy on Universal Dependencies v2.8
    self-reported
    56.600
  • Bambara Test accuracy on Universal Dependencies v2.8
    self-reported
    29.800
  • Lithuanian Test accuracy on Universal Dependencies v2.8
    self-reported
    80.900
  • Galician Test accuracy on Universal Dependencies v2.8
    self-reported
    68.700
  • Vietnamese Test accuracy on Universal Dependencies v2.8
    self-reported
    63.800
  • Greek Test accuracy on Universal Dependencies v2.8
    self-reported
    65.300
  • Catalan Test accuracy on Universal Dependencies v2.8
    self-reported
    58.000
  • Czech Test accuracy on Universal Dependencies v2.8
    self-reported
    74.000
  • Erzya Test accuracy on Universal Dependencies v2.8
    self-reported
    49.400
  • Bhojpuri Test accuracy on Universal Dependencies v2.8
    self-reported
    53.400
  • Thai Test accuracy on Universal Dependencies v2.8
    self-reported
    53.100
  • Marathi Test accuracy on Universal Dependencies v2.8
    self-reported
    78.500
  • Basque Test accuracy on Universal Dependencies v2.8
    self-reported
    95.700
  • Slovak Test accuracy on Universal Dependencies v2.8
    self-reported
    75.900
  • Kiche Test accuracy on Universal Dependencies v2.8
    self-reported
    35.300
  • Yoruba Test accuracy on Universal Dependencies v2.8
    self-reported
    28.400
  • Warlpiri Test accuracy on Universal Dependencies v2.8
    self-reported
    43.300
  • Tamil Test accuracy on Universal Dependencies v2.8
    self-reported
    86.500
  • Maltese Test accuracy on Universal Dependencies v2.8
    self-reported
    35.500
  • Ancient Greek Test accuracy on Universal Dependencies v2.8
    self-reported
    59.200
  • Icelandic Test accuracy on Universal Dependencies v2.8
    self-reported
    65.200
  • Mbya Guarani Test accuracy on Universal Dependencies v2.8
    self-reported
    35.400
  • Urdu Test accuracy on Universal Dependencies v2.8
    self-reported
    64.400
  • Romanian Test accuracy on Universal Dependencies v2.8
    self-reported
    68.900
  • Persian Test accuracy on Universal Dependencies v2.8
    self-reported
    63.900
  • Apurina Test accuracy on Universal Dependencies v2.8
    self-reported
    39.400
  • Japanese Test accuracy on Universal Dependencies v2.8
    self-reported
    39.200
  • Hungarian Test accuracy on Universal Dependencies v2.8
    self-reported
    69.600
  • Hindi Test accuracy on Universal Dependencies v2.8
    self-reported
    68.700
  • Classical Chinese Test accuracy on Universal Dependencies v2.8
    self-reported
    27.900
  • Komi Permyak Test accuracy on Universal Dependencies v2.8
    self-reported
    52.000
  • Faroese Test accuracy on Universal Dependencies v2.8
    self-reported
    62.500
  • Sanskrit Test accuracy on Universal Dependencies v2.8
    self-reported
    40.800
  • Livvi Test accuracy on Universal Dependencies v2.8
    self-reported
    65.800
  • Arabic Test accuracy on Universal Dependencies v2.8
    self-reported
    63.500
  • Wolof Test accuracy on Universal Dependencies v2.8
    self-reported
    37.600
  • Bulgarian Test accuracy on Universal Dependencies v2.8
    self-reported
    68.800
  • Akuntsu Test accuracy on Universal Dependencies v2.8
    self-reported
    41.100
  • Makurap Test accuracy on Universal Dependencies v2.8
    self-reported
    24.000
  • Kangri Test accuracy on Universal Dependencies v2.8
    self-reported
    54.300
  • Breton Test accuracy on Universal Dependencies v2.8
    self-reported
    52.900
  • Telugu Test accuracy on Universal Dependencies v2.8
    self-reported
    82.400
  • Cantonese Test accuracy on Universal Dependencies v2.8
    self-reported
    49.000
  • Old Church Slavonic Test accuracy on Universal Dependencies v2.8
    self-reported
    46.700
  • Karelian Test accuracy on Universal Dependencies v2.8
    self-reported
    71.100
  • Upper Sorbian Test accuracy on Universal Dependencies v2.8
    self-reported
    65.900
  • South Levantine Arabic Test accuracy on Universal Dependencies v2.8
    self-reported
    61.300
  • Komi Zyrian Test accuracy on Universal Dependencies v2.8
    self-reported
    47.200
  • Irish Test accuracy on Universal Dependencies v2.8
    self-reported
    53.700
  • Nayini Test accuracy on Universal Dependencies v2.8
    self-reported
    41.000
  • Munduruku Test accuracy on Universal Dependencies v2.8
    self-reported
    26.400
  • Manx Test accuracy on Universal Dependencies v2.8
    self-reported
    33.300
  • Skolt Sami Test accuracy on Universal Dependencies v2.8
    self-reported
    45.500
  • Afrikaans Test accuracy on Universal Dependencies v2.8
    self-reported
    61.200
  • Old Turkish Test accuracy on Universal Dependencies v2.8
    self-reported
    37.100
  • Tupinamba Test accuracy on Universal Dependencies v2.8
    self-reported
    44.800
  • Belarusian Test accuracy on Universal Dependencies v2.8
    self-reported
    74.600
  • Serbian Test accuracy on Universal Dependencies v2.8
    self-reported
    74.500
  • Moksha Test accuracy on Universal Dependencies v2.8
    self-reported
    46.100
  • Western Armenian Test accuracy on Universal Dependencies v2.8
    self-reported
    77.400
  • Scottish Gaelic Test accuracy on Universal Dependencies v2.8
    self-reported
    48.800
  • Khunsari Test accuracy on Universal Dependencies v2.8
    self-reported
    39.200
  • Hebrew Test accuracy on Universal Dependencies v2.8
    self-reported
    80.200
  • Uyghur Test accuracy on Universal Dependencies v2.8
    self-reported
    75.300
  • Chukchi Test accuracy on Universal Dependencies v2.8
    self-reported
    41.200