This is not simply because markovization increases the number of parameters: markovization with L = 2 already beats basic models that have much higher L and far more parameters.
6 In future work, we would like to apply this technique to split nonterminals gradually, by initially requiring high-entropy parse forests on the training data and slowly relaxing this constraint.