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wietsedv
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xlm-roberta-base-ft-udpos28-de

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

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-de")
model = AutoModelForTokenClassification.from_pretrained("wietsedv/xlm-roberta-base-ft-udpos28-de")
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16
Safetensors
Model size
277M params
Tensor type
I64
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F32
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Dataset used to train wietsedv/xlm-roberta-base-ft-udpos28-de

Spaces using wietsedv/xlm-roberta-base-ft-udpos28-de 2

Evaluation results

  • English Test accuracy on Universal Dependencies v2.8
    self-reported
    87.000
  • Dutch Test accuracy on Universal Dependencies v2.8
    self-reported
    89.600
  • German Test accuracy on Universal Dependencies v2.8
    self-reported
    97.200
  • Italian Test accuracy on Universal Dependencies v2.8
    self-reported
    85.600
  • French Test accuracy on Universal Dependencies v2.8
    self-reported
    84.800
  • Spanish Test accuracy on Universal Dependencies v2.8
    self-reported
    88.400
  • Russian Test accuracy on Universal Dependencies v2.8
    self-reported
    89.400
  • Swedish Test accuracy on Universal Dependencies v2.8
    self-reported
    92.300
  • Norwegian Test accuracy on Universal Dependencies v2.8
    self-reported
    87.700
  • Danish Test accuracy on Universal Dependencies v2.8
    self-reported
    88.900
  • Low Saxon Test accuracy on Universal Dependencies v2.8
    self-reported
    44.300
  • Akkadian Test accuracy on Universal Dependencies v2.8
    self-reported
    21.400
  • Armenian Test accuracy on Universal Dependencies v2.8
    self-reported
    85.600
  • Welsh Test accuracy on Universal Dependencies v2.8
    self-reported
    69.000
  • Old East Slavic Test accuracy on Universal Dependencies v2.8
    self-reported
    67.700
  • Albanian Test accuracy on Universal Dependencies v2.8
    self-reported
    84.600
  • Slovenian Test accuracy on Universal Dependencies v2.8
    self-reported
    76.500
  • Guajajara Test accuracy on Universal Dependencies v2.8
    self-reported
    18.100
  • Kurmanji Test accuracy on Universal Dependencies v2.8
    self-reported
    74.100
  • Turkish Test accuracy on Universal Dependencies v2.8
    self-reported
    75.600
  • Finnish Test accuracy on Universal Dependencies v2.8
    self-reported
    83.800
  • Indonesian Test accuracy on Universal Dependencies v2.8
    self-reported
    82.200
  • Ukrainian Test accuracy on Universal Dependencies v2.8
    self-reported
    89.000
  • Polish Test accuracy on Universal Dependencies v2.8
    self-reported
    86.600
  • Portuguese Test accuracy on Universal Dependencies v2.8
    self-reported
    87.800
  • Kazakh Test accuracy on Universal Dependencies v2.8
    self-reported
    80.600
  • Latin Test accuracy on Universal Dependencies v2.8
    self-reported
    75.800
  • Old French Test accuracy on Universal Dependencies v2.8
    self-reported
    36.300
  • Buryat Test accuracy on Universal Dependencies v2.8
    self-reported
    49.800
  • Kaapor Test accuracy on Universal Dependencies v2.8
    self-reported
    11.700
  • Korean Test accuracy on Universal Dependencies v2.8
    self-reported
    61.400
  • Estonian Test accuracy on Universal Dependencies v2.8
    self-reported
    86.600
  • Croatian Test accuracy on Universal Dependencies v2.8
    self-reported
    88.800
  • Gothic Test accuracy on Universal Dependencies v2.8
    self-reported
    8.100
  • Swiss German Test accuracy on Universal Dependencies v2.8
    self-reported
    54.400
  • Assyrian Test accuracy on Universal Dependencies v2.8
    self-reported
    17.200
  • North Sami Test accuracy on Universal Dependencies v2.8
    self-reported
    25.000
  • Naija Test accuracy on Universal Dependencies v2.8
    self-reported
    28.200
  • Latvian Test accuracy on Universal Dependencies v2.8
    self-reported
    83.900
  • Chinese Test accuracy on Universal Dependencies v2.8
    self-reported
    52.600
  • Tagalog Test accuracy on Universal Dependencies v2.8
    self-reported
    72.100
  • Bambara Test accuracy on Universal Dependencies v2.8
    self-reported
    17.500
  • Lithuanian Test accuracy on Universal Dependencies v2.8
    self-reported
    82.600
  • Galician Test accuracy on Universal Dependencies v2.8
    self-reported
    85.200
  • Vietnamese Test accuracy on Universal Dependencies v2.8
    self-reported
    60.800
  • Greek Test accuracy on Universal Dependencies v2.8
    self-reported
    88.700
  • Catalan Test accuracy on Universal Dependencies v2.8
    self-reported
    86.800
  • Czech Test accuracy on Universal Dependencies v2.8
    self-reported
    87.400
  • Erzya Test accuracy on Universal Dependencies v2.8
    self-reported
    33.600
  • Bhojpuri Test accuracy on Universal Dependencies v2.8
    self-reported
    46.500
  • Thai Test accuracy on Universal Dependencies v2.8
    self-reported
    62.400
  • Marathi Test accuracy on Universal Dependencies v2.8
    self-reported
    86.500
  • Basque Test accuracy on Universal Dependencies v2.8
    self-reported
    77.300
  • Slovak Test accuracy on Universal Dependencies v2.8
    self-reported
    87.600
  • Kiche Test accuracy on Universal Dependencies v2.8
    self-reported
    21.600
  • Yoruba Test accuracy on Universal Dependencies v2.8
    self-reported
    16.600
  • Warlpiri Test accuracy on Universal Dependencies v2.8
    self-reported
    21.500
  • Tamil Test accuracy on Universal Dependencies v2.8
    self-reported
    84.200
  • Maltese Test accuracy on Universal Dependencies v2.8
    self-reported
    15.300
  • Ancient Greek Test accuracy on Universal Dependencies v2.8
    self-reported
    62.000
  • Icelandic Test accuracy on Universal Dependencies v2.8
    self-reported
    84.100
  • Mbya Guarani Test accuracy on Universal Dependencies v2.8
    self-reported
    20.500
  • Urdu Test accuracy on Universal Dependencies v2.8
    self-reported
    68.000
  • Romanian Test accuracy on Universal Dependencies v2.8
    self-reported
    83.500
  • Persian Test accuracy on Universal Dependencies v2.8
    self-reported
    76.000
  • Apurina Test accuracy on Universal Dependencies v2.8
    self-reported
    22.200
  • Japanese Test accuracy on Universal Dependencies v2.8
    self-reported
    36.200
  • Hungarian Test accuracy on Universal Dependencies v2.8
    self-reported
    86.700
  • Hindi Test accuracy on Universal Dependencies v2.8
    self-reported
    73.000
  • Classical Chinese Test accuracy on Universal Dependencies v2.8
    self-reported
    28.600
  • Komi Permyak Test accuracy on Universal Dependencies v2.8
    self-reported
    34.900
  • Faroese Test accuracy on Universal Dependencies v2.8
    self-reported
    76.600
  • Sanskrit Test accuracy on Universal Dependencies v2.8
    self-reported
    9.400
  • Livvi Test accuracy on Universal Dependencies v2.8
    self-reported
    50.900
  • Arabic Test accuracy on Universal Dependencies v2.8
    self-reported
    79.400
  • Wolof Test accuracy on Universal Dependencies v2.8
    self-reported
    21.100
  • Bulgarian Test accuracy on Universal Dependencies v2.8
    self-reported
    91.100
  • Akuntsu Test accuracy on Universal Dependencies v2.8
    self-reported
    14.400
  • Makurap Test accuracy on Universal Dependencies v2.8
    self-reported
    1.400
  • Kangri Test accuracy on Universal Dependencies v2.8
    self-reported
    40.500
  • Breton Test accuracy on Universal Dependencies v2.8
    self-reported
    60.000
  • Telugu Test accuracy on Universal Dependencies v2.8
    self-reported
    83.200
  • Cantonese Test accuracy on Universal Dependencies v2.8
    self-reported
    48.900
  • Old Church Slavonic Test accuracy on Universal Dependencies v2.8
    self-reported
    38.700
  • Karelian Test accuracy on Universal Dependencies v2.8
    self-reported
    64.400
  • Upper Sorbian Test accuracy on Universal Dependencies v2.8
    self-reported
    65.500
  • South Levantine Arabic Test accuracy on Universal Dependencies v2.8
    self-reported
    66.800
  • Komi Zyrian Test accuracy on Universal Dependencies v2.8
    self-reported
    28.400
  • Irish Test accuracy on Universal Dependencies v2.8
    self-reported
    66.300
  • Nayini Test accuracy on Universal Dependencies v2.8
    self-reported
    44.900
  • Munduruku Test accuracy on Universal Dependencies v2.8
    self-reported
    8.000
  • Manx Test accuracy on Universal Dependencies v2.8
    self-reported
    20.600
  • Skolt Sami Test accuracy on Universal Dependencies v2.8
    self-reported
    25.800
  • Afrikaans Test accuracy on Universal Dependencies v2.8
    self-reported
    88.900
  • Old Turkish Test accuracy on Universal Dependencies v2.8
    self-reported
    31.700
  • Tupinamba Test accuracy on Universal Dependencies v2.8
    self-reported
    20.900
  • Belarusian Test accuracy on Universal Dependencies v2.8
    self-reported
    89.500
  • Serbian Test accuracy on Universal Dependencies v2.8
    self-reported
    89.800
  • Moksha Test accuracy on Universal Dependencies v2.8
    self-reported
    31.300
  • Western Armenian Test accuracy on Universal Dependencies v2.8
    self-reported
    77.600
  • Scottish Gaelic Test accuracy on Universal Dependencies v2.8
    self-reported
    56.500
  • Khunsari Test accuracy on Universal Dependencies v2.8
    self-reported
    35.100
  • Hebrew Test accuracy on Universal Dependencies v2.8
    self-reported
    91.700
  • Uyghur Test accuracy on Universal Dependencies v2.8
    self-reported
    71.500
  • Chukchi Test accuracy on Universal Dependencies v2.8
    self-reported
    29.000
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