Feature ablation tests revealed that while combining all features is beneficial for the prediction of the anaphoric and pleonastic classes, the same is not true for the event class.
since the two models have different strengths, in future work we plan to enrich the training data with re-training instances from the silver data where the two systems agree, in order to reduce the amount of noise, following the example of Jiang et al.