On the other hand, supervised models (Huang et al., 2019;) have proved to achieve state-of-the-art results on the English benchmarks by taking advantage of manually-annotated data for the task and machine learning algorithms.
supervised approaches are mostly focused on English (Navigli, 2018;Pasini, 2020) and have only recently been applied to lower-resourced languages thanks to automatically-produced datasets (Scarlini et al., 2019;Barba et al., 2020;.