To further verify that the autoencoder indeed reduces label noise when the parser is inaccurate, we generate new noisy parse trees by replacing some relations within each sentence with a random    relation.
in each source domain, for each relation that connects to any aspect or opinion word, it has 0.5 probability of being replaced by any other relation.