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xlm-roberta-base-ft-udpos28-sl

Token Classification Transformers PyTorch
Slovenian xlm-roberta part-of-speech Eval Results Inference Endpoints
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XLM-RoBERTa base Universal Dependencies v2.8 POS tagging: Slovenian

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

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

Evaluation results

  • English Test accuracy on Universal Dependencies v2.8
    self-reported
    81.700
  • Dutch Test accuracy on Universal Dependencies v2.8
    self-reported
    83.100
  • German Test accuracy on Universal Dependencies v2.8
    self-reported
    81.200
  • Italian Test accuracy on Universal Dependencies v2.8
    self-reported
    81.300
  • French Test accuracy on Universal Dependencies v2.8
    self-reported
    79.900
  • Spanish Test accuracy on Universal Dependencies v2.8
    self-reported
    84.900
  • Russian Test accuracy on Universal Dependencies v2.8
    self-reported
    91.500
  • Swedish Test accuracy on Universal Dependencies v2.8
    self-reported
    86.000
  • Norwegian Test accuracy on Universal Dependencies v2.8
    self-reported
    78.400
  • Danish Test accuracy on Universal Dependencies v2.8
    self-reported
    83.700
  • Low Saxon Test accuracy on Universal Dependencies v2.8
    self-reported
    41.900
  • Akkadian Test accuracy on Universal Dependencies v2.8
    self-reported
    17.300
  • Armenian Test accuracy on Universal Dependencies v2.8
    self-reported
    84.300
  • Welsh Test accuracy on Universal Dependencies v2.8
    self-reported
    65.500
  • Old East Slavic Test accuracy on Universal Dependencies v2.8
    self-reported
    74.100
  • Albanian Test accuracy on Universal Dependencies v2.8
    self-reported
    76.600
  • Slovenian Test accuracy on Universal Dependencies v2.8
    self-reported
    97.600
  • Guajajara Test accuracy on Universal Dependencies v2.8
    self-reported
    22.500
  • Kurmanji Test accuracy on Universal Dependencies v2.8
    self-reported
    75.700
  • Turkish Test accuracy on Universal Dependencies v2.8
    self-reported
    75.400
  • Finnish Test accuracy on Universal Dependencies v2.8
    self-reported
    81.200
  • Indonesian Test accuracy on Universal Dependencies v2.8
    self-reported
    81.800
  • Ukrainian Test accuracy on Universal Dependencies v2.8
    self-reported
    92.600
  • Polish Test accuracy on Universal Dependencies v2.8
    self-reported
    93.200
  • Portuguese Test accuracy on Universal Dependencies v2.8
    self-reported
    84.000
  • Kazakh Test accuracy on Universal Dependencies v2.8
    self-reported
    79.400
  • Latin Test accuracy on Universal Dependencies v2.8
    self-reported
    76.700
  • Old French Test accuracy on Universal Dependencies v2.8
    self-reported
    40.300
  • Buryat Test accuracy on Universal Dependencies v2.8
    self-reported
    53.100
  • Kaapor Test accuracy on Universal Dependencies v2.8
    self-reported
    11.200
  • Korean Test accuracy on Universal Dependencies v2.8
    self-reported
    61.900
  • Estonian Test accuracy on Universal Dependencies v2.8
    self-reported
    82.200
  • Croatian Test accuracy on Universal Dependencies v2.8
    self-reported
    93.100
  • Gothic Test accuracy on Universal Dependencies v2.8
    self-reported
    6.200
  • Swiss German Test accuracy on Universal Dependencies v2.8
    self-reported
    40.700
  • Assyrian Test accuracy on Universal Dependencies v2.8
    self-reported
    14.600
  • North Sami Test accuracy on Universal Dependencies v2.8
    self-reported
    22.500
  • Naija Test accuracy on Universal Dependencies v2.8
    self-reported
    33.900
  • Latvian Test accuracy on Universal Dependencies v2.8
    self-reported
    86.000
  • Chinese Test accuracy on Universal Dependencies v2.8
    self-reported
    39.700
  • Tagalog Test accuracy on Universal Dependencies v2.8
    self-reported
    72.000
  • Bambara Test accuracy on Universal Dependencies v2.8
    self-reported
    23.500
  • Lithuanian Test accuracy on Universal Dependencies v2.8
    self-reported
    87.300
  • Galician Test accuracy on Universal Dependencies v2.8
    self-reported
    82.500
  • Vietnamese Test accuracy on Universal Dependencies v2.8
    self-reported
    67.300
  • Greek Test accuracy on Universal Dependencies v2.8
    self-reported
    79.700
  • Catalan Test accuracy on Universal Dependencies v2.8
    self-reported
    79.000
  • Czech Test accuracy on Universal Dependencies v2.8
    self-reported
    94.100
  • Erzya Test accuracy on Universal Dependencies v2.8
    self-reported
    40.100
  • Bhojpuri Test accuracy on Universal Dependencies v2.8
    self-reported
    46.500
  • Thai Test accuracy on Universal Dependencies v2.8
    self-reported
    53.200
  • Marathi Test accuracy on Universal Dependencies v2.8
    self-reported
    87.700
  • Basque Test accuracy on Universal Dependencies v2.8
    self-reported
    74.600
  • Slovak Test accuracy on Universal Dependencies v2.8
    self-reported
    95.500
  • Kiche Test accuracy on Universal Dependencies v2.8
    self-reported
    24.700
  • Yoruba Test accuracy on Universal Dependencies v2.8
    self-reported
    17.100
  • Warlpiri Test accuracy on Universal Dependencies v2.8
    self-reported
    27.500
  • Tamil Test accuracy on Universal Dependencies v2.8
    self-reported
    83.400
  • Maltese Test accuracy on Universal Dependencies v2.8
    self-reported
    18.400
  • Ancient Greek Test accuracy on Universal Dependencies v2.8
    self-reported
    60.800
  • Icelandic Test accuracy on Universal Dependencies v2.8
    self-reported
    80.000
  • Mbya Guarani Test accuracy on Universal Dependencies v2.8
    self-reported
    23.700
  • Urdu Test accuracy on Universal Dependencies v2.8
    self-reported
    61.600
  • Romanian Test accuracy on Universal Dependencies v2.8
    self-reported
    82.400
  • Persian Test accuracy on Universal Dependencies v2.8
    self-reported
    78.600
  • Apurina Test accuracy on Universal Dependencies v2.8
    self-reported
    29.200
  • Japanese Test accuracy on Universal Dependencies v2.8
    self-reported
    25.500
  • Hungarian Test accuracy on Universal Dependencies v2.8
    self-reported
    74.600
  • Hindi Test accuracy on Universal Dependencies v2.8
    self-reported
    67.400
  • Classical Chinese Test accuracy on Universal Dependencies v2.8
    self-reported
    14.800
  • Komi Permyak Test accuracy on Universal Dependencies v2.8
    self-reported
    40.300
  • Faroese Test accuracy on Universal Dependencies v2.8
    self-reported
    75.000
  • Sanskrit Test accuracy on Universal Dependencies v2.8
    self-reported
    14.300
  • Livvi Test accuracy on Universal Dependencies v2.8
    self-reported
    58.200
  • Arabic Test accuracy on Universal Dependencies v2.8
    self-reported
    79.800
  • Wolof Test accuracy on Universal Dependencies v2.8
    self-reported
    24.700
  • Bulgarian Test accuracy on Universal Dependencies v2.8
    self-reported
    90.400
  • Akuntsu Test accuracy on Universal Dependencies v2.8
    self-reported
    20.600
  • Makurap Test accuracy on Universal Dependencies v2.8
    self-reported
    6.200
  • Kangri Test accuracy on Universal Dependencies v2.8
    self-reported
    44.200
  • Breton Test accuracy on Universal Dependencies v2.8
    self-reported
    53.200
  • Telugu Test accuracy on Universal Dependencies v2.8
    self-reported
    83.400
  • Cantonese Test accuracy on Universal Dependencies v2.8
    self-reported
    48.900
  • Old Church Slavonic Test accuracy on Universal Dependencies v2.8
    self-reported
    41.900
  • Karelian Test accuracy on Universal Dependencies v2.8
    self-reported
    64.700
  • Upper Sorbian Test accuracy on Universal Dependencies v2.8
    self-reported
    79.900
  • South Levantine Arabic Test accuracy on Universal Dependencies v2.8
    self-reported
    67.200
  • Komi Zyrian Test accuracy on Universal Dependencies v2.8
    self-reported
    33.300
  • Irish Test accuracy on Universal Dependencies v2.8
    self-reported
    63.000
  • Nayini Test accuracy on Universal Dependencies v2.8
    self-reported
    32.100
  • Munduruku Test accuracy on Universal Dependencies v2.8
    self-reported
    10.100
  • Manx Test accuracy on Universal Dependencies v2.8
    self-reported
    22.000
  • Skolt Sami Test accuracy on Universal Dependencies v2.8
    self-reported
    27.400
  • Afrikaans Test accuracy on Universal Dependencies v2.8
    self-reported
    74.000
  • Old Turkish Test accuracy on Universal Dependencies v2.8
    self-reported
    37.100
  • Tupinamba Test accuracy on Universal Dependencies v2.8
    self-reported
    22.500
  • Belarusian Test accuracy on Universal Dependencies v2.8
    self-reported
    90.200
  • Serbian Test accuracy on Universal Dependencies v2.8
    self-reported
    94.400
  • Moksha Test accuracy on Universal Dependencies v2.8
    self-reported
    37.600
  • Western Armenian Test accuracy on Universal Dependencies v2.8
    self-reported
    73.800
  • Scottish Gaelic Test accuracy on Universal Dependencies v2.8
    self-reported
    55.000
  • Khunsari Test accuracy on Universal Dependencies v2.8
    self-reported
    32.400
  • Hebrew Test accuracy on Universal Dependencies v2.8
    self-reported
    81.200
  • Uyghur Test accuracy on Universal Dependencies v2.8
    self-reported
    72.100
  • Chukchi Test accuracy on Universal Dependencies v2.8
    self-reported
    30.200
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