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flair-uk-ner
lang-uk/flair-uk-ner
flair-uk-ner is a token classification model from lang-uk. Use it when you need labels on individual words, such as names. It is set up for flair. The card lists the license as mit.
flair-uk-ner is a Flair model that is ready to use for Named Entity Recognition. It is based on flair embeddings, that I've trained for Ukrainian language (available here and here) and has nice performance and a very…
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At a glance
- Task
- Token Classification
- Library
- flair
- License
- mit
- Access
- Public
- Created
- Nov 2, 2022
- Updated
- Mar 13, 2025
- SHA
- 9065898d
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Model card
From the Hugging Face model README
flair-uk-ner
Model description
flair-uk-ner is a Flair model that is ready to use for Named Entity Recognition. It is based on flair embeddings, that I've trained for Ukrainian language (available here and here) and has nice performance and a very small size (just 72mb!).
It has been trained to recognize four types of entities: location (LOC), organizations (ORG), person (PERS) and Miscellaneous (MISC).
Results:
- F-score (micro) 0.8605
- F-score (macro) 0.7472
- Accuracy 0.8033
| by class | precision | recall | f1-score | support |
|---|---|---|---|---|
| PERS | 0.9305 | 0.9422 | 0.9363 | 1678 |
| LOC | 0.8150 | 0.8678 | 0.8406 | 401 |
| ORG | 0.6653 | 0.6092 | 0.6360 | 261 |
| MISC | 0.6202 | 0.5375 | 0.5759 | 240 |
| micro avg | 0.8616 | 0.8593 | 0.8605 | 2580 |
| macro avg | 0.7577 | 0.7392 | 0.7472 | 2580 |
| weighted avg | 0.8569 | 0.8593 | 0.8575 | 2580 |
The model was fine-tuned on the NER-UK dataset, released by the lang-uk. Training code is also available here.
Copyright: Dmytro Chaplynskyi, lang-uk project, 2022
- Task
- Token Classification
- Library
- flair
- License
- mit
- Languages
- uk
- Created
- Nov 2, 2022
- Updated
- Mar 13, 2025