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wietsedv
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xlm-roberta-base-ft-udpos28-ur

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

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-ur")
model = AutoModelForTokenClassification.from_pretrained("wietsedv/xlm-roberta-base-ft-udpos28-ur")
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8
Safetensors
Model size
277M params
Tensor type
I64
·
F32
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Dataset used to train wietsedv/xlm-roberta-base-ft-udpos28-ur

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

Evaluation results

  • English Test accuracy on Universal Dependencies v2.8
    self-reported
    76.900
  • Dutch Test accuracy on Universal Dependencies v2.8
    self-reported
    74.300
  • German Test accuracy on Universal Dependencies v2.8
    self-reported
    73.500
  • Italian Test accuracy on Universal Dependencies v2.8
    self-reported
    71.000
  • French Test accuracy on Universal Dependencies v2.8
    self-reported
    68.200
  • Spanish Test accuracy on Universal Dependencies v2.8
    self-reported
    72.700
  • Russian Test accuracy on Universal Dependencies v2.8
    self-reported
    85.900
  • Swedish Test accuracy on Universal Dependencies v2.8
    self-reported
    80.000
  • Norwegian Test accuracy on Universal Dependencies v2.8
    self-reported
    74.900
  • Danish Test accuracy on Universal Dependencies v2.8
    self-reported
    77.400
  • Low Saxon Test accuracy on Universal Dependencies v2.8
    self-reported
    46.200
  • Akkadian Test accuracy on Universal Dependencies v2.8
    self-reported
    19.500
  • Armenian Test accuracy on Universal Dependencies v2.8
    self-reported
    82.700
  • Welsh Test accuracy on Universal Dependencies v2.8
    self-reported
    63.700
  • Old East Slavic Test accuracy on Universal Dependencies v2.8
    self-reported
    69.300
  • Albanian Test accuracy on Universal Dependencies v2.8
    self-reported
    71.800
  • Slovenian Test accuracy on Universal Dependencies v2.8
    self-reported
    74.000
  • Guajajara Test accuracy on Universal Dependencies v2.8
    self-reported
    19.200
  • Kurmanji Test accuracy on Universal Dependencies v2.8
    self-reported
    75.200
  • Turkish Test accuracy on Universal Dependencies v2.8
    self-reported
    76.700
  • Finnish Test accuracy on Universal Dependencies v2.8
    self-reported
    80.400
  • Indonesian Test accuracy on Universal Dependencies v2.8
    self-reported
    78.000
  • Ukrainian Test accuracy on Universal Dependencies v2.8
    self-reported
    83.800
  • Polish Test accuracy on Universal Dependencies v2.8
    self-reported
    83.500
  • Portuguese Test accuracy on Universal Dependencies v2.8
    self-reported
    74.500
  • Kazakh Test accuracy on Universal Dependencies v2.8
    self-reported
    82.600
  • Latin Test accuracy on Universal Dependencies v2.8
    self-reported
    72.600
  • Old French Test accuracy on Universal Dependencies v2.8
    self-reported
    43.400
  • Buryat Test accuracy on Universal Dependencies v2.8
    self-reported
    49.700
  • Kaapor Test accuracy on Universal Dependencies v2.8
    self-reported
    15.800
  • Korean Test accuracy on Universal Dependencies v2.8
    self-reported
    59.000
  • Estonian Test accuracy on Universal Dependencies v2.8
    self-reported
    81.000
  • Croatian Test accuracy on Universal Dependencies v2.8
    self-reported
    82.000
  • Gothic Test accuracy on Universal Dependencies v2.8
    self-reported
    5.800
  • Swiss German Test accuracy on Universal Dependencies v2.8
    self-reported
    43.100
  • Assyrian Test accuracy on Universal Dependencies v2.8
    self-reported
    17.200
  • North Sami Test accuracy on Universal Dependencies v2.8
    self-reported
    22.300
  • Naija Test accuracy on Universal Dependencies v2.8
    self-reported
    36.300
  • Latvian Test accuracy on Universal Dependencies v2.8
    self-reported
    82.300
  • Chinese Test accuracy on Universal Dependencies v2.8
    self-reported
    33.900
  • Tagalog Test accuracy on Universal Dependencies v2.8
    self-reported
    78.500
  • Bambara Test accuracy on Universal Dependencies v2.8
    self-reported
    18.700
  • Lithuanian Test accuracy on Universal Dependencies v2.8
    self-reported
    82.900
  • Galician Test accuracy on Universal Dependencies v2.8
    self-reported
    73.500
  • Vietnamese Test accuracy on Universal Dependencies v2.8
    self-reported
    60.400
  • Greek Test accuracy on Universal Dependencies v2.8
    self-reported
    68.100
  • Catalan Test accuracy on Universal Dependencies v2.8
    self-reported
    70.900
  • Czech Test accuracy on Universal Dependencies v2.8
    self-reported
    81.000
  • Erzya Test accuracy on Universal Dependencies v2.8
    self-reported
    31.300
  • Bhojpuri Test accuracy on Universal Dependencies v2.8
    self-reported
    62.100
  • Thai Test accuracy on Universal Dependencies v2.8
    self-reported
    46.900
  • Marathi Test accuracy on Universal Dependencies v2.8
    self-reported
    82.200
  • Basque Test accuracy on Universal Dependencies v2.8
    self-reported
    77.800
  • Slovak Test accuracy on Universal Dependencies v2.8
    self-reported
    80.800
  • Kiche Test accuracy on Universal Dependencies v2.8
    self-reported
    21.200
  • Yoruba Test accuracy on Universal Dependencies v2.8
    self-reported
    16.400
  • Warlpiri Test accuracy on Universal Dependencies v2.8
    self-reported
    19.800
  • Tamil Test accuracy on Universal Dependencies v2.8
    self-reported
    86.000
  • Maltese Test accuracy on Universal Dependencies v2.8
    self-reported
    15.100
  • Ancient Greek Test accuracy on Universal Dependencies v2.8
    self-reported
    56.300
  • Icelandic Test accuracy on Universal Dependencies v2.8
    self-reported
    74.400
  • Mbya Guarani Test accuracy on Universal Dependencies v2.8
    self-reported
    22.700
  • Urdu Test accuracy on Universal Dependencies v2.8
    self-reported
    94.800
  • Romanian Test accuracy on Universal Dependencies v2.8
    self-reported
    74.700
  • Persian Test accuracy on Universal Dependencies v2.8
    self-reported
    80.600
  • Apurina Test accuracy on Universal Dependencies v2.8
    self-reported
    21.600
  • Japanese Test accuracy on Universal Dependencies v2.8
    self-reported
    29.600
  • Hungarian Test accuracy on Universal Dependencies v2.8
    self-reported
    72.600
  • Hindi Test accuracy on Universal Dependencies v2.8
    self-reported
    91.900
  • Classical Chinese Test accuracy on Universal Dependencies v2.8
    self-reported
    16.800
  • Komi Permyak Test accuracy on Universal Dependencies v2.8
    self-reported
    32.500
  • Faroese Test accuracy on Universal Dependencies v2.8
    self-reported
    67.300
  • Sanskrit Test accuracy on Universal Dependencies v2.8
    self-reported
    12.100
  • Livvi Test accuracy on Universal Dependencies v2.8
    self-reported
    51.900
  • Arabic Test accuracy on Universal Dependencies v2.8
    self-reported
    79.800
  • Wolof Test accuracy on Universal Dependencies v2.8
    self-reported
    21.600
  • Bulgarian Test accuracy on Universal Dependencies v2.8
    self-reported
    84.700
  • Akuntsu Test accuracy on Universal Dependencies v2.8
    self-reported
    15.400
  • Makurap Test accuracy on Universal Dependencies v2.8
    self-reported
    2.100
  • Kangri Test accuracy on Universal Dependencies v2.8
    self-reported
    55.400
  • Breton Test accuracy on Universal Dependencies v2.8
    self-reported
    49.500
  • Telugu Test accuracy on Universal Dependencies v2.8
    self-reported
    85.200
  • Cantonese Test accuracy on Universal Dependencies v2.8
    self-reported
    38.200
  • Old Church Slavonic Test accuracy on Universal Dependencies v2.8
    self-reported
    38.100
  • Karelian Test accuracy on Universal Dependencies v2.8
    self-reported
    61.100
  • Upper Sorbian Test accuracy on Universal Dependencies v2.8
    self-reported
    64.600
  • South Levantine Arabic Test accuracy on Universal Dependencies v2.8
    self-reported
    61.600
  • Komi Zyrian Test accuracy on Universal Dependencies v2.8
    self-reported
    27.600
  • Irish Test accuracy on Universal Dependencies v2.8
    self-reported
    62.700
  • Nayini Test accuracy on Universal Dependencies v2.8
    self-reported
    41.000
  • Munduruku Test accuracy on Universal Dependencies v2.8
    self-reported
    8.700
  • Manx Test accuracy on Universal Dependencies v2.8
    self-reported
    20.100
  • Skolt Sami Test accuracy on Universal Dependencies v2.8
    self-reported
    25.000
  • Afrikaans Test accuracy on Universal Dependencies v2.8
    self-reported
    74.000
  • Old Turkish Test accuracy on Universal Dependencies v2.8
    self-reported
    44.300
  • Tupinamba Test accuracy on Universal Dependencies v2.8
    self-reported
    20.900
  • Belarusian Test accuracy on Universal Dependencies v2.8
    self-reported
    82.600
  • Serbian Test accuracy on Universal Dependencies v2.8
    self-reported
    82.400
  • Moksha Test accuracy on Universal Dependencies v2.8
    self-reported
    28.500
  • Western Armenian Test accuracy on Universal Dependencies v2.8
    self-reported
    74.100
  • Scottish Gaelic Test accuracy on Universal Dependencies v2.8
    self-reported
    53.300
  • Khunsari Test accuracy on Universal Dependencies v2.8
    self-reported
    43.200
  • Hebrew Test accuracy on Universal Dependencies v2.8
    self-reported
    83.300
  • Uyghur Test accuracy on Universal Dependencies v2.8
    self-reported
    75.800
  • Chukchi Test accuracy on Universal Dependencies v2.8
    self-reported
    26.800
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