Mustapha Esghir

A Hybrid System with Automatic Classification and RAG for Moroccan Court Rulings

The Accessibility of Moroccan court judgments and decisions is significantly limited due to the lack of a specialized Arabic Judicial information retrieval architecture. Current NLP technologies focus on Modern Standard Arabic and fail to capture the specialized procedural language of judicial rulings from the courts,...

Automated Generation of Arabic Procedural Court Orders in the Moroccan Legal Context

Automated Classification of Moroccan Procedural Court Orders Using CAMeL-BERT

These findings show that the highly regular linguistic structure of Moroccan procedural court orders enables computationally efficient and deployment-oriented classification using frozen contextual embeddings, providing a practical solution for Arabic legal document management and supporting future e-Justice applicatio...