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wietsedv
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xlm-roberta-base-ft-udpos28-en

Token Classification PyTorch Transformers
English xlm-roberta part-of-speech Eval Results AutoTrain Compatible License: apache-2.0
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XLM-RoBERTa base Universal Dependencies v2.8 POS tagging: English

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-en")
model = AutoModelForTokenClassification.from_pretrained("wietsedv/xlm-roberta-base-ft-udpos28-en")
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Dataset used to train wietsedv/xlm-roberta-base-ft-udpos28-en

Space using wietsedv/xlm-roberta-base-ft-udpos28-en 1

Evaluation results

  • English Test accuracy on Universal Dependencies v2.8
    self-reported
    96.000
  • Dutch Test accuracy on Universal Dependencies v2.8
    self-reported
    90.400
  • German Test accuracy on Universal Dependencies v2.8
    self-reported
    88.600
  • Italian Test accuracy on Universal Dependencies v2.8
    self-reported
    87.800
  • French Test accuracy on Universal Dependencies v2.8
    self-reported
    87.400
  • Spanish Test accuracy on Universal Dependencies v2.8
    self-reported
    90.300
  • Russian Test accuracy on Universal Dependencies v2.8
    self-reported
    91.000
  • Swedish Test accuracy on Universal Dependencies v2.8
    self-reported
    94.000
  • Norwegian Test accuracy on Universal Dependencies v2.8
    self-reported
    89.600
  • Danish Test accuracy on Universal Dependencies v2.8
    self-reported
    91.600
  • Low Saxon Test accuracy on Universal Dependencies v2.8
    self-reported
    57.400
  • Akkadian Test accuracy on Universal Dependencies v2.8
    self-reported
    26.400
  • Armenian Test accuracy on Universal Dependencies v2.8
    self-reported
    88.500
  • Welsh Test accuracy on Universal Dependencies v2.8
    self-reported
    70.600
  • Old East Slavic Test accuracy on Universal Dependencies v2.8
    self-reported
    76.500
  • Albanian Test accuracy on Universal Dependencies v2.8
    self-reported
    82.300
  • Slovenian Test accuracy on Universal Dependencies v2.8
    self-reported
    79.000
  • Guajajara Test accuracy on Universal Dependencies v2.8
    self-reported
    17.200
  • Kurmanji Test accuracy on Universal Dependencies v2.8
    self-reported
    76.900
  • Turkish Test accuracy on Universal Dependencies v2.8
    self-reported
    79.100
  • Finnish Test accuracy on Universal Dependencies v2.8
    self-reported
    87.200
  • Indonesian Test accuracy on Universal Dependencies v2.8
    self-reported
    86.900
  • Ukrainian Test accuracy on Universal Dependencies v2.8
    self-reported
    87.600
  • Polish Test accuracy on Universal Dependencies v2.8
    self-reported
    87.200
  • Portuguese Test accuracy on Universal Dependencies v2.8
    self-reported
    90.000
  • Kazakh Test accuracy on Universal Dependencies v2.8
    self-reported
    82.500
  • Latin Test accuracy on Universal Dependencies v2.8
    self-reported
    79.600
  • Old French Test accuracy on Universal Dependencies v2.8
    self-reported
    53.400
  • Buryat Test accuracy on Universal Dependencies v2.8
    self-reported
    58.800
  • Kaapor Test accuracy on Universal Dependencies v2.8
    self-reported
    9.200
  • Korean Test accuracy on Universal Dependencies v2.8
    self-reported
    64.000
  • Estonian Test accuracy on Universal Dependencies v2.8
    self-reported
    88.400
  • Croatian Test accuracy on Universal Dependencies v2.8
    self-reported
    87.900
  • Gothic Test accuracy on Universal Dependencies v2.8
    self-reported
    20.500
  • Swiss German Test accuracy on Universal Dependencies v2.8
    self-reported
    47.600
  • Assyrian Test accuracy on Universal Dependencies v2.8
    self-reported
    14.600
  • North Sami Test accuracy on Universal Dependencies v2.8
    self-reported
    32.000
  • Naija Test accuracy on Universal Dependencies v2.8
    self-reported
    47.500
  • Latvian Test accuracy on Universal Dependencies v2.8
    self-reported
    87.500
  • Chinese Test accuracy on Universal Dependencies v2.8
    self-reported
    47.500
  • Tagalog Test accuracy on Universal Dependencies v2.8
    self-reported
    73.500
  • Bambara Test accuracy on Universal Dependencies v2.8
    self-reported
    27.700
  • Lithuanian Test accuracy on Universal Dependencies v2.8
    self-reported
    87.300
  • Galician Test accuracy on Universal Dependencies v2.8
    self-reported
    87.100
  • Vietnamese Test accuracy on Universal Dependencies v2.8
    self-reported
    66.400
  • Greek Test accuracy on Universal Dependencies v2.8
    self-reported
    87.600
  • Catalan Test accuracy on Universal Dependencies v2.8
    self-reported
    89.700
  • Czech Test accuracy on Universal Dependencies v2.8
    self-reported
    88.100
  • Erzya Test accuracy on Universal Dependencies v2.8
    self-reported
    47.600
  • Bhojpuri Test accuracy on Universal Dependencies v2.8
    self-reported
    50.700
  • Thai Test accuracy on Universal Dependencies v2.8
    self-reported
    59.500
  • Marathi Test accuracy on Universal Dependencies v2.8
    self-reported
    82.200
  • Basque Test accuracy on Universal Dependencies v2.8
    self-reported
    76.000
  • Slovak Test accuracy on Universal Dependencies v2.8
    self-reported
    88.500
  • Kiche Test accuracy on Universal Dependencies v2.8
    self-reported
    25.400
  • Yoruba Test accuracy on Universal Dependencies v2.8
    self-reported
    18.500
  • Warlpiri Test accuracy on Universal Dependencies v2.8
    self-reported
    29.100
  • Tamil Test accuracy on Universal Dependencies v2.8
    self-reported
    83.400
  • Maltese Test accuracy on Universal Dependencies v2.8
    self-reported
    21.100
  • Ancient Greek Test accuracy on Universal Dependencies v2.8
    self-reported
    66.800
  • Icelandic Test accuracy on Universal Dependencies v2.8
    self-reported
    84.800
  • Mbya Guarani Test accuracy on Universal Dependencies v2.8
    self-reported
    24.100
  • Urdu Test accuracy on Universal Dependencies v2.8
    self-reported
    67.000
  • Romanian Test accuracy on Universal Dependencies v2.8
    self-reported
    85.700
  • Persian Test accuracy on Universal Dependencies v2.8
    self-reported
    76.700
  • Apurina Test accuracy on Universal Dependencies v2.8
    self-reported
    28.600
  • Japanese Test accuracy on Universal Dependencies v2.8
    self-reported
    34.100
  • Hungarian Test accuracy on Universal Dependencies v2.8
    self-reported
    86.000
  • Hindi Test accuracy on Universal Dependencies v2.8
    self-reported
    74.100
  • Classical Chinese Test accuracy on Universal Dependencies v2.8
    self-reported
    29.400
  • Komi Permyak Test accuracy on Universal Dependencies v2.8
    self-reported
    47.400
  • Faroese Test accuracy on Universal Dependencies v2.8
    self-reported
    77.000
  • Sanskrit Test accuracy on Universal Dependencies v2.8
    self-reported
    25.600
  • Livvi Test accuracy on Universal Dependencies v2.8
    self-reported
    63.200
  • Arabic Test accuracy on Universal Dependencies v2.8
    self-reported
    80.700
  • Wolof Test accuracy on Universal Dependencies v2.8
    self-reported
    26.100
  • Bulgarian Test accuracy on Universal Dependencies v2.8
    self-reported
    90.800
  • Akuntsu Test accuracy on Universal Dependencies v2.8
    self-reported
    18.300
  • Makurap Test accuracy on Universal Dependencies v2.8
    self-reported
    5.500
  • Kangri Test accuracy on Universal Dependencies v2.8
    self-reported
    43.000
  • Breton Test accuracy on Universal Dependencies v2.8
    self-reported
    64.100
  • Telugu Test accuracy on Universal Dependencies v2.8
    self-reported
    84.700
  • Cantonese Test accuracy on Universal Dependencies v2.8
    self-reported
    54.000
  • Old Church Slavonic Test accuracy on Universal Dependencies v2.8
    self-reported
    53.700
  • Karelian Test accuracy on Universal Dependencies v2.8
    self-reported
    69.700
  • Upper Sorbian Test accuracy on Universal Dependencies v2.8
    self-reported
    75.600
  • South Levantine Arabic Test accuracy on Universal Dependencies v2.8
    self-reported
    66.300
  • Komi Zyrian Test accuracy on Universal Dependencies v2.8
    self-reported
    39.900
  • Irish Test accuracy on Universal Dependencies v2.8
    self-reported
    67.000
  • Nayini Test accuracy on Universal Dependencies v2.8
    self-reported
    44.900
  • Munduruku Test accuracy on Universal Dependencies v2.8
    self-reported
    12.300
  • Manx Test accuracy on Universal Dependencies v2.8
    self-reported
    25.400
  • Skolt Sami Test accuracy on Universal Dependencies v2.8
    self-reported
    29.900
  • Afrikaans Test accuracy on Universal Dependencies v2.8
    self-reported
    89.300
  • Old Turkish Test accuracy on Universal Dependencies v2.8
    self-reported
    37.100
  • Tupinamba Test accuracy on Universal Dependencies v2.8
    self-reported
    23.100
  • Belarusian Test accuracy on Universal Dependencies v2.8
    self-reported
    89.100
  • Serbian Test accuracy on Universal Dependencies v2.8
    self-reported
    88.400
  • Moksha Test accuracy on Universal Dependencies v2.8
    self-reported
    44.100
  • Western Armenian Test accuracy on Universal Dependencies v2.8
    self-reported
    80.100
  • Scottish Gaelic Test accuracy on Universal Dependencies v2.8
    self-reported
    59.000
  • Khunsari Test accuracy on Universal Dependencies v2.8
    self-reported
    43.200
  • Hebrew Test accuracy on Universal Dependencies v2.8
    self-reported
    90.600
  • Uyghur Test accuracy on Universal Dependencies v2.8
    self-reported
    75.800
  • Chukchi Test accuracy on Universal Dependencies v2.8
    self-reported
    32.600
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