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

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

{"language": ["pl"], "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-pl", "results": [{"task": {"type": "token-classification", "name": "Part-of-Speech Tagging"}, "dataset": {"name": "Universal Dependencies v2.8", "type": "universal_dependencies"}, "metrics": [{"type": "accuracy", "value": 80.5, "name": "English Test accuracy"}, {"type": "accuracy", "value": 78.3, "name": "Dutch Test accuracy"}, {"type": "accuracy", "value": 77.7, "name": "German Test accuracy"}, {"type": "accuracy", "value": 77.5, "name": "Italian Test accuracy"}, {"type": "accuracy", "value": 78.0, "name": "French Test accuracy"}, {"type": "accuracy", "value": 81.7, "name": "Spanish Test accuracy"}, {"type": "accuracy", "value": 90.6, "name": "Russian Test accuracy"}, {"type": "accuracy", "value": 86.0, "name": "Swedish Test accuracy"}, {"type": "accuracy", "value": 78.9, "name": "Norwegian Test accuracy"}, {"type": "accuracy", "value": 83.3, "name": "Danish Test accuracy"}, {"type": "accuracy", "value": 53.5, "name": "Low Saxon Test accuracy"}, {"type": "accuracy", "value": 35.2, "name": "Akkadian Test accuracy"}, {"type": "accuracy", "value": 85.1, "name": "Armenian Test accuracy"}, {"type": "accuracy", "value": 65.8, "name": "Welsh Test accuracy"}, {"type": "accuracy", "value": 76.7, "name": "Old East Slavic Test accuracy"}, {"type": "accuracy", "value": 76.9, "name": "Albanian Test accuracy"}, {"type": "accuracy", "value": 86.4, "name": "Slovenian Test accuracy"}, {"type": "accuracy", "value": 41.3, "name": "Guajajara Test accuracy"}, {"type": "accuracy", "value": 77.5, "name": "Kurmanji Test accuracy"}, {"type": "accuracy", "value": 77.3, "name": "Turkish Test accuracy"}, {"type": "accuracy", "value": 81.5, "name": "Finnish Test accuracy"}, {"type": "accuracy", "value": 79.5, "name": "Indonesian Test accuracy"}, {"type": "accuracy", "value": 92.3, "name": "Ukrainian Test accuracy"}, {"type": "accuracy", "value": 98.2, "name": "Polish Test accuracy"}, {"type": "accuracy", "value": 79.9, "name": "Portuguese Test accuracy"}, {"type": "accuracy", "value": 79.5, "name": "Kazakh Test accuracy"}, {"type": "accuracy", "value": 77.5, "name": "Latin Test accuracy"}, {"type": "accuracy", "value": 55.9, "name": "Old French Test accuracy"}, {"type": "accuracy", "value": 62.8, "name": "Buryat Test accuracy"}, {"type": "accuracy", "value": 23.3, "name": "Kaapor Test accuracy"}, {"type": "accuracy", "value": 60.7, "name": "Korean Test accuracy"}, {"type": "accuracy", "value": 83.1, "name": "Estonian Test accuracy"}, {"type": "accuracy", "value": 93.7, "name": "Croatian Test accuracy"}, {"type": "accuracy", "value": 26.6, "name": "Gothic Test accuracy"}, {"type": "accuracy", "value": 48.9, "name": "Swiss German Test accuracy"}, {"type": "accuracy", "value": 15.7, "name": "Assyrian Test accuracy"}, {"type": "accuracy", "value": 45.2, "name": "North Sami Test accuracy"}, {"type": "accuracy", "value": 42.3, "name": "Naija Test accuracy"}, {"type": "accuracy", "value": 88.5, "name": "Latvian Test accuracy"}, {"type": "accuracy", "value": 37.8, "name": "Chinese Test accuracy"}, {"type": "accuracy", "value": 80.2, "name": "Tagalog Test accuracy"}, {"type": "accuracy", "value": 32.3, "name": "Bambara Test accuracy"}, {"type": "accuracy", "value": 87.3, "name": "Lithuanian Test accuracy"}, {"type": "accuracy", "value": 80.8, "name": "Galician Test accuracy"}, {"type": "accuracy", "value": 66.8, "name": "Vietnamese Test accuracy"}, {"type": "accuracy", "value": 74.5, "name": "Greek Test accuracy"}, {"type": "accuracy", "value": 76.3, "name": "Catalan Test accuracy"}, {"type": "accuracy", "value": 91.7, "name": "Czech Test accuracy"}, {"type": "accuracy", "value": 51.7, "name": "Erzya Test accuracy"}, {"type": "accuracy", "value": 53.3, "name": "Bhojpuri Test accuracy"}, {"type": "accuracy", "value": 60.2, "name": "Thai Test accuracy"}, {"type": "accuracy", "value": 86.5, "name": "Marathi Test accuracy"}, {"type": "accuracy", "value": 77.5, "name": "Basque Test accuracy"}, {"type": "accuracy", "value": 91.7, "name": "Slovak Test accuracy"}, {"type": "accuracy", "value": 39.4, "name": "Kiche Test accuracy"}, {"type": "accuracy", "value": 31.1, "name": "Yoruba Test accuracy"}, {"type": "accuracy", "value": 43.7, "name": "Warlpiri Test accuracy"}, {"type": "accuracy", "value": 83.2, "name": "Tamil Test accuracy"}, {"type": "accuracy", "value": 30.9, "name": "Maltese Test accuracy"}, {"type": "accuracy", "value": 60.6, "name": "Ancient Greek Test accuracy"}, {"type": "accuracy", "value": 80.1, "name": "Icelandic Test accuracy"}, {"type": "accuracy", "value": 33.5, "name": "Mbya Guarani Test accuracy"}, {"type": "accuracy", "value": 70.0, "name": "Urdu Test accuracy"}, {"type": "accuracy", "value": 81.4, "name": "Romanian Test accuracy"}, {"type": "accuracy", "value": 78.6, "name": "Persian Test accuracy"}, {"type": "accuracy", "value": 46.6, "name": "Apurina Test accuracy"}, {"type": "accuracy", "value": 28.7, "name": "Japanese Test accuracy"}, {"type": "accuracy", "value": 73.9, "name": "Hungarian Test accuracy"}, {"type": "accuracy", "value": 74.8, "name": "Hindi Test accuracy"}, {"type": "accuracy", "value": 27.9, "name": "Classical Chinese Test accuracy"}, {"type": "accuracy", "value": 52.9, "name": "Komi Permyak Test accuracy"}, {"type": "accuracy", "value": 75.9, "name": "Faroese Test accuracy"}, {"type": "accuracy", "value": 34.1, "name": "Sanskrit Test accuracy"}, {"type": "accuracy", "value": 65.3, "name": "Livvi Test accuracy"}, {"type": "accuracy", "value": 78.9, "name": "Arabic Test accuracy"}, {"type": "accuracy", "value": 38.9, "name": "Wolof Test accuracy"}, {"type": "accuracy", "value": 91.0, "name": "Bulgarian Test accuracy"}, {"type": "accuracy", "value": 39.8, "name": "Akuntsu Test accuracy"}, {"type": "accuracy", "value": 24.0, "name": "Makurap Test accuracy"}, {"type": "accuracy", "value": 52.6, "name": "Kangri Test accuracy"}, {"type": "accuracy", "value": 61.7, "name": "Breton Test accuracy"}, {"type": "accuracy", "value": 80.2, "name": "Telugu Test accuracy"}, {"type": "accuracy", "value": 45.6, "name": "Cantonese Test accuracy"}, {"type": "accuracy", "value": 50.9, "name": "Old Church Slavonic Test accuracy"}, {"type": "accuracy", "value": 69.1, "name": "Karelian Test accuracy"}, {"type": "accuracy", "value": 77.5, "name": "Upper Sorbian Test accuracy"}, {"type": "accuracy", "value": 65.4, "name": "South Levantine Arabic Test accuracy"}, {"type": "accuracy", "value": 45.5, "name": "Komi Zyrian Test accuracy"}, {"type": "accuracy", "value": 63.7, "name": "Irish Test accuracy"}, {"type": "accuracy", "value": 42.3, "name": "Nayini Test accuracy"}, {"type": "accuracy", "value": 30.0, "name": "Munduruku Test accuracy"}, {"type": "accuracy", "value": 39.2, "name": "Manx Test accuracy"}, {"type": "accuracy", "value": 42.4, "name": "Skolt Sami Test accuracy"}, {"type": "accuracy", "value": 74.6, "name": "Afrikaans Test accuracy"}, {"type": "accuracy", "value": 37.1, "name": "Old Turkish Test accuracy"}, {"type": "accuracy", "value": 47.0, "name": "Tupinamba Test accuracy"}, {"type": "accuracy", "value": 90.6, "name": "Belarusian Test accuracy"}, {"type": "accuracy", "value": 94.0, "name": "Serbian Test accuracy"}, {"type": "accuracy", "value": 48.5, "name": "Moksha Test accuracy"}, {"type": "accuracy", "value": 80.7, "name": "Western Armenian Test accuracy"}, {"type": "accuracy", "value": 55.0, "name": "Scottish Gaelic Test accuracy"}, {"type": "accuracy", "value": 43.2, "name": "Khunsari Test accuracy"}, {"type": "accuracy", "value": 72.9, "name": "Hebrew Test accuracy"}, {"type": "accuracy", "value": 74.9, "name": "Uyghur Test accuracy"}, {"type": "accuracy", "value": 39.1, "name": "Chukchi Test accuracy"}]}]}]}
transformers pytorch safetensors xlm-roberta token-classification part-of-speech pl dataset:universal_dependencies license:apache-2.0 model-index autotrain_compatible endpoints_compatible has_space region:us
TAGS
#transformers #pytorch #safetensors #xlm-roberta #token-classification #part-of-speech #pl #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: Polish

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: Polish

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 #safetensors #xlm-roberta #token-classification #part-of-speech #pl #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: Polish

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
passage: TAGS
#transformers #pytorch #safetensors #xlm-roberta #token-classification #part-of-speech #pl #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: Polish

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