Named Entities Recognition inside tweets content
Extraction spatial and tamporal named entities from tweet contents
Install this repository
- Install pip libraries :
pip3 install ./requirements.txt
- Install a spacy model for multi-language Named Entities: xx_ent_wiki_sm:
python3 -m spacy download xx_ent_wiki_sm
python3 -m spacy download en_core_web_trf
python3 -m spacy download fr_core_news_lg
python3 -m spacy download it_core_news_lg
- Comparing F-SCORE for NER taskd between models :
- xx_ent_wiki_sm: 0,84
- The SOTA for English en_core_web_trf: 0,90
- The SOTA for French fr_core_news_lg: 0,84
- The SOTA for Italian it_core_news_lg: 0,88
Launch scripts
This repository contains 2 kinds of scripts: notebook and traditionnal python scripts
Jupyter notebook
You can start a jupyterlab : jupyter lab
But if you prefer old notebook : jupyter notebook
Librairies used
License
This code is provided under the CeCILL-B free software license agreement.