The rule-based approach relies on handcrafted local grammatical rules, while ML-based approach takes advantage of the ML algorithms that utilize sets of features extracted from datasets annotated with NEs for building NER systems.
have developed an Arabic NER system, ANERsys 1.0, which uses ME.