Downloads · 30 days
181
10% of all-time downloads
ArabicWojood-FlatNER
SinaLab/ArabicWojood-FlatNER
ArabicWojood-FlatNER is a token classification model from SinaLab. Use it when you need labels on individual words, such as names. It is set up for transformers. The card lists the license as mit.
Wojood is a corpus for Arabic nested Named Entity Recognition (NER). Nested entities occur when one entity mention is embedded inside another entity mention. 550K tokens (MSA and dialect) This repo contains the source…
All-time downloads
1.9K
Public
Repo size
3.2 GB
Likes
1
Public
Repo makeup
Click a slice to open those files.
.bin3.2 GB · 100%
At a glance
- Task
- Token Classification
- Library
- transformers
- License
- mit
- Model type
- bert
- Access
- Public
- Created
- Jan 18, 2024
- Updated
- Jan 30, 2024
- SHA
- 48a59834
Try a prompt
Datasets
Spaces
Model card
From the Hugging Face model README
Wojood - Nested/Flat Arabic NER Models
Wojood is a corpus for Arabic nested Named Entity Recognition (NER). Nested entities occur when one entity mention is embedded inside another entity mention. 550K tokens (MSA and dialect) This repo contains the source-code to train Wojood nested NER.
Online Demo You can try our model using the demo link below
https://sina.birzeit.edu/wojood/
https://arxiv.org/abs/2205.09651
https://huggingface.co/aubmindlab/bert-base-arabertv2/tree/main
Models
- Nested NER (main branch), with micro-F1 score of 0.909551
- Flat NER (flat branch), with micro-F1 score 0.883847
Google Colab Notebooks
You can test our model using our Google Colab notebooks
- Train flat NER: https://gist.github.com/mohammedkhalilia/72c3261734d7715094089bdf4de74b4a
- Evaluate your model using flat NER model: https://gist.github.com/mohammedkhalilia/c807eb1ccb15416b187c32a362001665
- Train nested NER: https://gist.github.com/mohammedkhalilia/a4d83d4e43682d1efcdf299d41beb3da
- Evaluate your data using nested NER model: https://gist.github.com/mohammedkhalilia/9134510aa2684464f57de7934c97138b
- Task
- Token Classification
- Library
- transformers
- Type
- bert
- License
- mit
- Languages
- ar
- Created
- Jan 18, 2024
- Updated
- Jan 30, 2024