BERTolde is the final project for the exam of "Natural Language Processing". This project involves fine-tuning and evaluating the performance of four different models—BERT, RoBERTa, GilBERTo, and UmBERTo—for Named Entity Recognition in the Italian language starting from the EVALITA 2009 dataset which contains journal articles of "L'Adige".