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wietsedv
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xlm-roberta-base-ft-udpos28-pcm

Token Classification
Transformers
PyTorch
Nigerian Pidgin
xlm-roberta
part-of-speech
Eval Results
Inference Endpoints
Model card Files Community
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XLM-RoBERTa base Universal Dependencies v2.8 POS tagging: Naija

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

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

Evaluation results

  • English Test accuracy on Universal Dependencies v2.8
    self-reported
    77.200
  • Dutch Test accuracy on Universal Dependencies v2.8
    self-reported
    75.200
  • German Test accuracy on Universal Dependencies v2.8
    self-reported
    73.200
  • Italian Test accuracy on Universal Dependencies v2.8
    self-reported
    68.900
  • French Test accuracy on Universal Dependencies v2.8
    self-reported
    74.000
  • Spanish Test accuracy on Universal Dependencies v2.8
    self-reported
    75.100
  • Russian Test accuracy on Universal Dependencies v2.8
    self-reported
    70.300
  • Swedish Test accuracy on Universal Dependencies v2.8
    self-reported
    78.900
  • Norwegian Test accuracy on Universal Dependencies v2.8
    self-reported
    74.300
  • Danish Test accuracy on Universal Dependencies v2.8
    self-reported
    73.400
  • Low Saxon Test accuracy on Universal Dependencies v2.8
    self-reported
    37.900
  • Akkadian Test accuracy on Universal Dependencies v2.8
    self-reported
    28.000
  • Armenian Test accuracy on Universal Dependencies v2.8
    self-reported
    65.400
  • Welsh Test accuracy on Universal Dependencies v2.8
    self-reported
    59.700
  • Old East Slavic Test accuracy on Universal Dependencies v2.8
    self-reported
    61.000
  • Albanian Test accuracy on Universal Dependencies v2.8
    self-reported
    66.100
  • Slovenian Test accuracy on Universal Dependencies v2.8
    self-reported
    67.600
  • Guajajara Test accuracy on Universal Dependencies v2.8
    self-reported
    16.100
  • Kurmanji Test accuracy on Universal Dependencies v2.8
    self-reported
    54.800
  • Turkish Test accuracy on Universal Dependencies v2.8
    self-reported
    58.200
  • Finnish Test accuracy on Universal Dependencies v2.8
    self-reported
    67.400
  • Indonesian Test accuracy on Universal Dependencies v2.8
    self-reported
    68.500
  • Ukrainian Test accuracy on Universal Dependencies v2.8
    self-reported
    68.100
  • Polish Test accuracy on Universal Dependencies v2.8
    self-reported
    68.800
  • Portuguese Test accuracy on Universal Dependencies v2.8
    self-reported
    72.900
  • Kazakh Test accuracy on Universal Dependencies v2.8
    self-reported
    60.100
  • Latin Test accuracy on Universal Dependencies v2.8
    self-reported
    64.300
  • Old French Test accuracy on Universal Dependencies v2.8
    self-reported
    51.100
  • Buryat Test accuracy on Universal Dependencies v2.8
    self-reported
    38.900
  • Kaapor Test accuracy on Universal Dependencies v2.8
    self-reported
    16.700
  • Korean Test accuracy on Universal Dependencies v2.8
    self-reported
    52.400
  • Estonian Test accuracy on Universal Dependencies v2.8
    self-reported
    68.300
  • Croatian Test accuracy on Universal Dependencies v2.8
    self-reported
    73.000
  • Gothic Test accuracy on Universal Dependencies v2.8
    self-reported
    21.400
  • Swiss German Test accuracy on Universal Dependencies v2.8
    self-reported
    33.400
  • Assyrian Test accuracy on Universal Dependencies v2.8
    self-reported
    0.000
  • North Sami Test accuracy on Universal Dependencies v2.8
    self-reported
    24.300
  • Naija Test accuracy on Universal Dependencies v2.8
    self-reported
    97.900
  • Latvian Test accuracy on Universal Dependencies v2.8
    self-reported
    66.300
  • Chinese Test accuracy on Universal Dependencies v2.8
    self-reported
    34.300
  • Tagalog Test accuracy on Universal Dependencies v2.8
    self-reported
    49.900
  • Bambara Test accuracy on Universal Dependencies v2.8
    self-reported
    16.700
  • Lithuanian Test accuracy on Universal Dependencies v2.8
    self-reported
    65.700
  • Galician Test accuracy on Universal Dependencies v2.8
    self-reported
    72.400
  • Vietnamese Test accuracy on Universal Dependencies v2.8
    self-reported
    54.300
  • Greek Test accuracy on Universal Dependencies v2.8
    self-reported
    73.300
  • Catalan Test accuracy on Universal Dependencies v2.8
    self-reported
    73.600
  • Czech Test accuracy on Universal Dependencies v2.8
    self-reported
    69.500
  • Erzya Test accuracy on Universal Dependencies v2.8
    self-reported
    22.100
  • Bhojpuri Test accuracy on Universal Dependencies v2.8
    self-reported
    36.600
  • Thai Test accuracy on Universal Dependencies v2.8
    self-reported
    65.400
  • Marathi Test accuracy on Universal Dependencies v2.8
    self-reported
    50.300
  • Basque Test accuracy on Universal Dependencies v2.8
    self-reported
    58.500
  • Slovak Test accuracy on Universal Dependencies v2.8
    self-reported
    70.400
  • Kiche Test accuracy on Universal Dependencies v2.8
    self-reported
    8.000
  • Yoruba Test accuracy on Universal Dependencies v2.8
    self-reported
    6.100
  • Warlpiri Test accuracy on Universal Dependencies v2.8
    self-reported
    15.400
  • Tamil Test accuracy on Universal Dependencies v2.8
    self-reported
    60.100
  • Maltese Test accuracy on Universal Dependencies v2.8
    self-reported
    12.200
  • Ancient Greek Test accuracy on Universal Dependencies v2.8
    self-reported
    45.800
  • Icelandic Test accuracy on Universal Dependencies v2.8
    self-reported
    72.500
  • Mbya Guarani Test accuracy on Universal Dependencies v2.8
    self-reported
    11.400
  • Urdu Test accuracy on Universal Dependencies v2.8
    self-reported
    59.100
  • Romanian Test accuracy on Universal Dependencies v2.8
    self-reported
    64.800
  • Persian Test accuracy on Universal Dependencies v2.8
    self-reported
    67.200
  • Apurina Test accuracy on Universal Dependencies v2.8
    self-reported
    15.500
  • Japanese Test accuracy on Universal Dependencies v2.8
    self-reported
    26.100
  • Hungarian Test accuracy on Universal Dependencies v2.8
    self-reported
    68.600
  • Hindi Test accuracy on Universal Dependencies v2.8
    self-reported
    65.000
  • Classical Chinese Test accuracy on Universal Dependencies v2.8
    self-reported
    30.400
  • Komi Permyak Test accuracy on Universal Dependencies v2.8
    self-reported
    21.200
  • Faroese Test accuracy on Universal Dependencies v2.8
    self-reported
    61.600
  • Sanskrit Test accuracy on Universal Dependencies v2.8
    self-reported
    25.600
  • Livvi Test accuracy on Universal Dependencies v2.8
    self-reported
    39.700
  • Arabic Test accuracy on Universal Dependencies v2.8
    self-reported
    63.500
  • Wolof Test accuracy on Universal Dependencies v2.8
    self-reported
    15.900
  • Bulgarian Test accuracy on Universal Dependencies v2.8
    self-reported
    74.600
  • Akuntsu Test accuracy on Universal Dependencies v2.8
    self-reported
    26.500
  • Makurap Test accuracy on Universal Dependencies v2.8
    self-reported
    11.600
  • Kangri Test accuracy on Universal Dependencies v2.8
    self-reported
    27.800
  • Breton Test accuracy on Universal Dependencies v2.8
    self-reported
    46.600
  • Telugu Test accuracy on Universal Dependencies v2.8
    self-reported
    59.400
  • Cantonese Test accuracy on Universal Dependencies v2.8
    self-reported
    30.700
  • Old Church Slavonic Test accuracy on Universal Dependencies v2.8
    self-reported
    36.700
  • Karelian Test accuracy on Universal Dependencies v2.8
    self-reported
    45.900
  • Upper Sorbian Test accuracy on Universal Dependencies v2.8
    self-reported
    49.300
  • South Levantine Arabic Test accuracy on Universal Dependencies v2.8
    self-reported
    42.500
  • Komi Zyrian Test accuracy on Universal Dependencies v2.8
    self-reported
    18.400
  • Irish Test accuracy on Universal Dependencies v2.8
    self-reported
    48.300
  • Nayini Test accuracy on Universal Dependencies v2.8
    self-reported
    24.400
  • Munduruku Test accuracy on Universal Dependencies v2.8
    self-reported
    16.100
  • Manx Test accuracy on Universal Dependencies v2.8
    self-reported
    14.700
  • Skolt Sami Test accuracy on Universal Dependencies v2.8
    self-reported
    5.400
  • Afrikaans Test accuracy on Universal Dependencies v2.8
    self-reported
    76.500
  • Old Turkish Test accuracy on Universal Dependencies v2.8
    self-reported
    0.000
  • Tupinamba Test accuracy on Universal Dependencies v2.8
    self-reported
    16.300
  • Belarusian Test accuracy on Universal Dependencies v2.8
    self-reported
    70.700
  • Serbian Test accuracy on Universal Dependencies v2.8
    self-reported
    74.800
  • Moksha Test accuracy on Universal Dependencies v2.8
    self-reported
    24.100
  • Western Armenian Test accuracy on Universal Dependencies v2.8
    self-reported
    59.800
  • Scottish Gaelic Test accuracy on Universal Dependencies v2.8
    self-reported
    45.400
  • Khunsari Test accuracy on Universal Dependencies v2.8
    self-reported
    21.600
  • Hebrew Test accuracy on Universal Dependencies v2.8
    self-reported
    65.600
  • Uyghur Test accuracy on Universal Dependencies v2.8
    self-reported
    55.000
  • Chukchi Test accuracy on Universal Dependencies v2.8
    self-reported
    12.600
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