Given a training set of sentences annotated with their correct dependency parses, , the goal of learning is to estimate the parameters of the parsing model, w .
we seek values for the parameters that can accurately reconstruct the training parses, but more importantly, are also able to accurately predict the dependency parse structure on future test sentences.