Moreover, from a machine learning perspective, pipeline approaches are problematic because they solve subtasks independently and thus lead to error propagation rather than exploiting interrelationships between variables.
dependency Parsing methods can be classified into graph-based and transition-based approaches (Kiperwasser and Goldberg, 2016).