Named Entity Recognition using MARBERT

1. Prepare Your Arabic Dataset for NER Using BIO Tags, Tag a phrase using B (Begin), I (Interior), and E (End). For example, you want to tag "United States of America" as the name of a country. You will tag it like this:
   

   • United => B_Country
   • States => I_Country
   • of => I_Country
   • America => E_Country

2. Apply the pipeline Using:
   

   • MARBERT: A pre-trained BERT-base Arabic masked language model.
   • The dataset is gathered from an Arabic chatbot.