Dahouabdelhalim/NER-model-on-the-DzNER-corpus

Named Entity Recognition project for Algerian Dialect # NER for Algerian dialect using social media data ## Goal > This repository contains all the resources needed to do the Named Entity Recognition task on Algerian script (models and datasets). ## Models used > In this study we used some per-trained models in the Arabic language such as: Arabert, MARBERT, ARBERT, DziriBERT and mBERT. ## Libraries > For this study, we used the python language and all the libraries, are mentioned in the ipynb script for each per-trained model. ## Citations ```bibtex @inproceedings{dahou2022named, title={Named entity recognition for Algerian Arabic dialect in social media}, author={Dahou, Abdelhalim Hafedh and Cheragui, Mohamed Amine}, booktitle={International Conference on Computing and Information Technology}, pages={135--145}, year={2022}, organization={Springer} } ``` ```bibtex @article{dahou2023dzner, title={Dzner: A large algerian named entity recognition dataset}, author={Dahou, Abdelhalim Hafedh and Cheragui, Mohamed Amine}, journal={Natural Language Processing Journal}, volume={3}, pages={100005}, year={2023}, publisher={Elsevier} } ``` ```bibtex @inproceedings{dahou2022impact, title={Impact of normalization and data augmentation in ner for algerian arabic dialect}, author={Dahou, Abdelhalim Hafedh and Cheragui, Mohamed Amine}, booktitle={International Symposium on Modelling and Implementation of Complex Systems}, pages={249--262}, year={2022}, organization={Springer} } ```