The only approach that outperforms the LAS score of the unweighted voting model is the model that weighs parsers by their accuracy for a given modifier POS tag, but the improvement is marginal.
the number of base parsers in the ensemble pool is crucial: performance generally continues to improve as more base parsers are considered.