In our experiments, we only use the English texts and corresponding DRSs. We use PMB release 2.2.0, which contains gold standard (fully manually annotated) data of which we use 4,597 as train, 682 as dev and 650 as test instances. It also contains 67,965 silver (partially manually annotated) and 120,662 bronze (no manual annotations) instances. Since we will compare our results mainly to<cite> Van Noord, Abzianidze, Toral, and Bos (2018)</cite> , we will only employ the gold and silver data.