- Tashkeela-Model is an Natural Language Processing (NLP) diacritization model for the Arabic language that uses “a collection of Arabic vocalized texts, which covers modern and classical Arabic…[and] contains over 75 million of fully vocalized words obtained from 97 books, structured in text and XML files.”