metadata
language:
- lv
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-lv
results:
- task:
type: token-classification
name: Part-of-Speech Tagging
dataset:
type: universal_dependencies
name: Universal Dependencies v2.8
metrics:
- type: accuracy
name: English Test accuracy
value: 84.7
- type: accuracy
name: Dutch Test accuracy
value: 85.6
- type: accuracy
name: German Test accuracy
value: 82.5
- type: accuracy
name: Italian Test accuracy
value: 84.3
- type: accuracy
name: French Test accuracy
value: 84.1
- type: accuracy
name: Spanish Test accuracy
value: 84.7
- type: accuracy
name: Russian Test accuracy
value: 92.1
- type: accuracy
name: Swedish Test accuracy
value: 86.8
- type: accuracy
name: Norwegian Test accuracy
value: 81.3
- type: accuracy
name: Danish Test accuracy
value: 86
- type: accuracy
name: Low Saxon Test accuracy
value: 51.6
- type: accuracy
name: Akkadian Test accuracy
value: 32.4
- type: accuracy
name: Armenian Test accuracy
value: 87.5
- type: accuracy
name: Welsh Test accuracy
value: 65.4
- type: accuracy
name: Old East Slavic Test accuracy
value: 76.5
- type: accuracy
name: Albanian Test accuracy
value: 75.9
- type: accuracy
name: Slovenian Test accuracy
value: 82
- type: accuracy
name: Guajajara Test accuracy
value: 31.1
- type: accuracy
name: Kurmanji Test accuracy
value: 76.5
- type: accuracy
name: Turkish Test accuracy
value: 77.2
- type: accuracy
name: Finnish Test accuracy
value: 85.9
- type: accuracy
name: Indonesian Test accuracy
value: 79.3
- type: accuracy
name: Ukrainian Test accuracy
value: 91.1
- type: accuracy
name: Polish Test accuracy
value: 88.5
- type: accuracy
name: Portuguese Test accuracy
value: 84.9
- type: accuracy
name: Kazakh Test accuracy
value: 83.8
- type: accuracy
name: Latin Test accuracy
value: 81
- type: accuracy
name: Old French Test accuracy
value: 56.7
- type: accuracy
name: Buryat Test accuracy
value: 64.8
- type: accuracy
name: Kaapor Test accuracy
value: 25
- type: accuracy
name: Korean Test accuracy
value: 65.1
- type: accuracy
name: Estonian Test accuracy
value: 84.7
- type: accuracy
name: Croatian Test accuracy
value: 89.1
- type: accuracy
name: Gothic Test accuracy
value: 23.5
- type: accuracy
name: Swiss German Test accuracy
value: 45.2
- type: accuracy
name: Assyrian Test accuracy
value: 12.8
- type: accuracy
name: North Sami Test accuracy
value: 43.5
- type: accuracy
name: Naija Test accuracy
value: 36.1
- type: accuracy
name: Latvian Test accuracy
value: 96.9
- type: accuracy
name: Chinese Test accuracy
value: 53.1
- type: accuracy
name: Tagalog Test accuracy
value: 72.7
- type: accuracy
name: Bambara Test accuracy
value: 28.6
- type: accuracy
name: Lithuanian Test accuracy
value: 91
- type: accuracy
name: Galician Test accuracy
value: 84.2
- type: accuracy
name: Vietnamese Test accuracy
value: 65.7
- type: accuracy
name: Greek Test accuracy
value: 84.5
- type: accuracy
name: Catalan Test accuracy
value: 83.2
- type: accuracy
name: Czech Test accuracy
value: 88
- type: accuracy
name: Erzya Test accuracy
value: 52.5
- type: accuracy
name: Bhojpuri Test accuracy
value: 49.2
- type: accuracy
name: Thai Test accuracy
value: 63.3
- type: accuracy
name: Marathi Test accuracy
value: 85.3
- type: accuracy
name: Basque Test accuracy
value: 77.4
- type: accuracy
name: Slovak Test accuracy
value: 87.8
- type: accuracy
name: Kiche Test accuracy
value: 40.3
- type: accuracy
name: Yoruba Test accuracy
value: 28.4
- type: accuracy
name: Warlpiri Test accuracy
value: 44.9
- type: accuracy
name: Tamil Test accuracy
value: 86.4
- type: accuracy
name: Maltese Test accuracy
value: 25.9
- type: accuracy
name: Ancient Greek Test accuracy
value: 62.2
- type: accuracy
name: Icelandic Test accuracy
value: 81.7
- type: accuracy
name: Mbya Guarani Test accuracy
value: 35.3
- type: accuracy
name: Urdu Test accuracy
value: 61.9
- type: accuracy
name: Romanian Test accuracy
value: 82.2
- type: accuracy
name: Persian Test accuracy
value: 74.8
- type: accuracy
name: Apurina Test accuracy
value: 49
- type: accuracy
name: Japanese Test accuracy
value: 39.4
- type: accuracy
name: Hungarian Test accuracy
value: 79.9
- type: accuracy
name: Hindi Test accuracy
value: 64.1
- type: accuracy
name: Classical Chinese Test accuracy
value: 30
- type: accuracy
name: Komi Permyak Test accuracy
value: 51.7
- type: accuracy
name: Faroese Test accuracy
value: 76.2
- type: accuracy
name: Sanskrit Test accuracy
value: 39.7
- type: accuracy
name: Livvi Test accuracy
value: 67.7
- type: accuracy
name: Arabic Test accuracy
value: 79.4
- type: accuracy
name: Wolof Test accuracy
value: 31.7
- type: accuracy
name: Bulgarian Test accuracy
value: 89
- type: accuracy
name: Akuntsu Test accuracy
value: 35.5
- type: accuracy
name: Makurap Test accuracy
value: 20.5
- type: accuracy
name: Kangri Test accuracy
value: 50.6
- type: accuracy
name: Breton Test accuracy
value: 62.7
- type: accuracy
name: Telugu Test accuracy
value: 87.8
- type: accuracy
name: Cantonese Test accuracy
value: 50.7
- type: accuracy
name: Old Church Slavonic Test accuracy
value: 49.3
- type: accuracy
name: Karelian Test accuracy
value: 72.7
- type: accuracy
name: Upper Sorbian Test accuracy
value: 75.6
- type: accuracy
name: South Levantine Arabic Test accuracy
value: 68.7
- type: accuracy
name: Komi Zyrian Test accuracy
value: 44.5
- type: accuracy
name: Irish Test accuracy
value: 64.7
- type: accuracy
name: Nayini Test accuracy
value: 39.7
- type: accuracy
name: Munduruku Test accuracy
value: 26
- type: accuracy
name: Manx Test accuracy
value: 37.9
- type: accuracy
name: Skolt Sami Test accuracy
value: 34.7
- type: accuracy
name: Afrikaans Test accuracy
value: 81.6
- type: accuracy
name: Old Turkish Test accuracy
value: 22.6
- type: accuracy
name: Tupinamba Test accuracy
value: 40.6
- type: accuracy
name: Belarusian Test accuracy
value: 91.8
- type: accuracy
name: Serbian Test accuracy
value: 89.7
- type: accuracy
name: Moksha Test accuracy
value: 48.7
- type: accuracy
name: Western Armenian Test accuracy
value: 77.5
- type: accuracy
name: Scottish Gaelic Test accuracy
value: 58.1
- type: accuracy
name: Khunsari Test accuracy
value: 40.5
- type: accuracy
name: Hebrew Test accuracy
value: 85.4
- type: accuracy
name: Uyghur Test accuracy
value: 79.7
- type: accuracy
name: Chukchi Test accuracy
value: 37
XLM-RoBERTa base Universal Dependencies v2.8 POS tagging: Latvian
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-lv")
model = AutoModelForTokenClassification.from_pretrained("wietsedv/xlm-roberta-base-ft-udpos28-lv")