
# XLM-RoBERTa base Universal Dependencies v2.8 POS tagging: North Sami

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](https://huggingface.co/spaces/wietsedv/xpos) for more details.

## Usage
```python
from transformers import AutoTokenizer, AutoModelForTokenClassification

tokenizer = AutoTokenizer.from_pretrained("wietsedv/xlm-roberta-base-ft-udpos28-sme")
model = AutoModelForTokenClassification.from_pretrained("wietsedv/xlm-roberta-base-ft-udpos28-sme")
```

{"language": ["sme"], "license": "apache-2.0", "library_name": "transformers", "tags": ["part-of-speech", "token-classification"], "datasets": ["universal_dependencies"], "metrics": ["accuracy"], "model-index": [{"name": "xlm-roberta-base-ft-udpos28-sme", "results": [{"task": {"type": "token-classification", "name": "Part-of-Speech Tagging"}, "dataset": {"name": "Universal Dependencies v2.8", "type": "universal_dependencies"}, "metrics": [{"type": "accuracy", "value": 48.1, "name": "English Test accuracy"}, {"type": "accuracy", "value": 49.5, "name": "Dutch Test accuracy"}, {"type": "accuracy", "value": 40.4, "name": "German Test accuracy"}, {"type": "accuracy", "value": 48.9, "name": "Italian Test accuracy"}, {"type": "accuracy", "value": 43.9, "name": "French Test accuracy"}, {"type": "accuracy", "value": 47.1, "name": "Spanish Test accuracy"}, {"type": "accuracy", "value": 57.3, "name": "Russian Test accuracy"}, {"type": "accuracy", "value": 47.9, "name": "Swedish Test accuracy"}, {"type": "accuracy", "value": 45.5, "name": "Norwegian Test accuracy"}, {"type": "accuracy", "value": 50.7, "name": "Danish Test accuracy"}, {"type": "accuracy", "value": 38.7, "name": "Low Saxon Test accuracy"}, {"type": "accuracy", "value": 29.6, "name": "Akkadian Test accuracy"}, {"type": "accuracy", "value": 63.0, "name": "Armenian Test accuracy"}, {"type": "accuracy", "value": 36.9, "name": "Welsh Test accuracy"}, {"type": "accuracy", "value": 46.0, "name": "Old East Slavic Test accuracy"}, {"type": "accuracy", "value": 47.8, "name": "Albanian Test accuracy"}, {"type": "accuracy", "value": 45.5, "name": "Slovenian Test accuracy"}, {"type": "accuracy", "value": 31.8, "name": "Guajajara Test accuracy"}, {"type": "accuracy", "value": 42.5, "name": "Kurmanji Test accuracy"}, {"type": "accuracy", "value": 56.3, "name": "Turkish Test accuracy"}, {"type": "accuracy", "value": 64.7, "name": "Finnish Test accuracy"}, {"type": "accuracy", "value": 59.3, "name": "Indonesian Test accuracy"}, {"type": "accuracy", "value": 56.6, "name": "Ukrainian Test accuracy"}, {"type": "accuracy", "value": 55.0, "name": "Polish Test accuracy"}, {"type": "accuracy", "value": 52.0, "name": "Portuguese Test accuracy"}, {"type": "accuracy", "value": 62.2, "name": "Kazakh Test accuracy"}, {"type": "accuracy", "value": 50.3, "name": "Latin Test accuracy"}, {"type": "accuracy", "value": 30.8, "name": "Old French Test accuracy"}, {"type": "accuracy", "value": 50.6, "name": "Buryat Test accuracy"}, {"type": "accuracy", "value": 18.3, "name": "Kaapor Test accuracy"}, {"type": "accuracy", "value": 51.7, "name": "Korean Test accuracy"}, {"type": "accuracy", "value": 65.2, "name": "Estonian Test accuracy"}, {"type": "accuracy", "value": 55.9, "name": "Croatian Test accuracy"}, {"type": "accuracy", "value": 31.1, "name": "Gothic Test accuracy"}, {"type": "accuracy", "value": 37.1, "name": "Swiss German Test accuracy"}, {"type": "accuracy", "value": 24.1, "name": "Assyrian Test accuracy"}, {"type": "accuracy", "value": 87.7, "name": "North Sami Test accuracy"}, {"type": "accuracy", "value": 19.8, "name": "Naija Test accuracy"}, {"type": "accuracy", "value": 64.2, "name": "Latvian Test accuracy"}, {"type": "accuracy", "value": 33.9, "name": "Chinese Test accuracy"}, {"type": "accuracy", "value": 46.3, "name": "Tagalog Test accuracy"}, {"type": "accuracy", "value": 30.2, "name": "Bambara Test accuracy"}, {"type": "accuracy", "value": 63.5, "name": "Lithuanian Test accuracy"}, {"type": "accuracy", "value": 48.5, "name": "Galician Test accuracy"}, {"type": "accuracy", "value": 46.0, "name": "Vietnamese Test accuracy"}, {"type": "accuracy", "value": 45.6, "name": "Greek Test accuracy"}, {"type": "accuracy", "value": 45.8, "name": "Catalan Test accuracy"}, {"type": "accuracy", "value": 54.5, "name": "Czech Test accuracy"}, {"type": "accuracy", "value": 45.8, "name": "Erzya Test accuracy"}, {"type": "accuracy", "value": 34.3, "name": "Bhojpuri Test accuracy"}, {"type": "accuracy", "value": 23.9, "name": "Thai Test accuracy"}, {"type": "accuracy", "value": 67.5, "name": "Marathi Test accuracy"}, {"type": "accuracy", "value": 59.6, "name": "Basque Test accuracy"}, {"type": "accuracy", "value": 57.7, "name": "Slovak Test accuracy"}, {"type": "accuracy", "value": 35.6, "name": "Kiche Test accuracy"}, {"type": "accuracy", "value": 31.0, "name": "Yoruba Test accuracy"}, {"type": "accuracy", "value": 43.3, "name": "Warlpiri Test accuracy"}, {"type": "accuracy", "value": 60.4, "name": "Tamil Test accuracy"}, {"type": "accuracy", "value": 34.1, "name": "Maltese Test accuracy"}, {"type": "accuracy", "value": 41.8, "name": "Ancient Greek Test accuracy"}, {"type": "accuracy", "value": 47.2, "name": "Icelandic Test accuracy"}, {"type": "accuracy", "value": 36.0, "name": "Mbya Guarani Test accuracy"}, {"type": "accuracy", "value": 36.8, "name": "Urdu Test accuracy"}, {"type": "accuracy", "value": 50.1, "name": "Romanian Test accuracy"}, {"type": "accuracy", "value": 45.8, "name": "Persian Test accuracy"}, {"type": "accuracy", "value": 48.4, "name": "Apurina Test accuracy"}, {"type": "accuracy", "value": 30.6, "name": "Japanese Test accuracy"}, {"type": "accuracy", "value": 54.7, "name": "Hungarian Test accuracy"}, {"type": "accuracy", "value": 39.5, "name": "Hindi Test accuracy"}, {"type": "accuracy", "value": 18.3, "name": "Classical Chinese Test accuracy"}, {"type": "accuracy", "value": 51.1, "name": "Komi Permyak Test accuracy"}, {"type": "accuracy", "value": 52.2, "name": "Faroese Test accuracy"}, {"type": "accuracy", "value": 28.4, "name": "Sanskrit Test accuracy"}, {"type": "accuracy", "value": 57.7, "name": "Livvi Test accuracy"}, {"type": "accuracy", "value": 40.5, "name": "Arabic Test accuracy"}, {"type": "accuracy", "value": 36.2, "name": "Wolof Test accuracy"}, {"type": "accuracy", "value": 54.1, "name": "Bulgarian Test accuracy"}, {"type": "accuracy", "value": 31.6, "name": "Akuntsu Test accuracy"}, {"type": "accuracy", "value": 17.8, "name": "Makurap Test accuracy"}, {"type": "accuracy", "value": 33.8, "name": "Kangri Test accuracy"}, {"type": "accuracy", "value": 47.0, "name": "Breton Test accuracy"}, {"type": "accuracy", "value": 58.7, "name": "Telugu Test accuracy"}, {"type": "accuracy", "value": 36.0, "name": "Cantonese Test accuracy"}, {"type": "accuracy", "value": 35.1, "name": "Old Church Slavonic Test accuracy"}, {"type": "accuracy", "value": 57.5, "name": "Karelian Test accuracy"}, {"type": "accuracy", "value": 51.1, "name": "Upper Sorbian Test accuracy"}, {"type": "accuracy", "value": 44.5, "name": "South Levantine Arabic Test accuracy"}, {"type": "accuracy", "value": 42.2, "name": "Komi Zyrian Test accuracy"}, {"type": "accuracy", "value": 34.8, "name": "Irish Test accuracy"}, {"type": "accuracy", "value": 41.0, "name": "Nayini Test accuracy"}, {"type": "accuracy", "value": 21.6, "name": "Munduruku Test accuracy"}, {"type": "accuracy", "value": 28.0, "name": "Manx Test accuracy"}, {"type": "accuracy", "value": 49.2, "name": "Skolt Sami Test accuracy"}, {"type": "accuracy", "value": 43.2, "name": "Afrikaans Test accuracy"}, {"type": "accuracy", "value": 38.9, "name": "Old Turkish Test accuracy"}, {"type": "accuracy", "value": 44.2, "name": "Tupinamba Test accuracy"}, {"type": "accuracy", "value": 58.7, "name": "Belarusian Test accuracy"}, {"type": "accuracy", "value": 55.9, "name": "Serbian Test accuracy"}, {"type": "accuracy", "value": 45.0, "name": "Moksha Test accuracy"}, {"type": "accuracy", "value": 56.1, "name": "Western Armenian Test accuracy"}, {"type": "accuracy", "value": 31.0, "name": "Scottish Gaelic Test accuracy"}, {"type": "accuracy", "value": 27.0, "name": "Khunsari Test accuracy"}, {"type": "accuracy", "value": 61.5, "name": "Hebrew Test accuracy"}, {"type": "accuracy", "value": 61.4, "name": "Uyghur Test accuracy"}, {"type": "accuracy", "value": 41.5, "name": "Chukchi Test accuracy"}]}]}]}
transformers pytorch xlm-roberta token-classification part-of-speech sme dataset:universal_dependencies license:apache-2.0 model-index autotrain_compatible endpoints_compatible has_space region:us
TAGS
#transformers #pytorch #xlm-roberta #token-classification #part-of-speech #sme #dataset-universal_dependencies #license-apache-2.0 #model-index #autotrain_compatible #endpoints_compatible #has_space #region-us 


# XLM-RoBERTa base Universal Dependencies v2.8 POS tagging: North Sami

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


# XLM-RoBERTa base Universal Dependencies v2.8 POS tagging: North Sami

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
TAGS
#transformers #pytorch #xlm-roberta #token-classification #part-of-speech #sme #dataset-universal_dependencies #license-apache-2.0 #model-index #autotrain_compatible #endpoints_compatible #has_space #region-us 
 # XLM-RoBERTa base Universal Dependencies v2.8 POS tagging: North Sami

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
TAGS
#transformers #pytorch #xlm-roberta #token-classification #part-of-speech #sme #dataset-universal_dependencies #license-apache-2.0 #model-index #autotrain_compatible #endpoints_compatible #has_space #region-us 
# XLM-RoBERTa base Universal Dependencies v2.8 POS tagging: North Sami

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