Since semi-supervised models have been shown to outperform fully supervised systems in some settings (Taghipour and Ng, 2015b;Başkaya and Jurgens, 2016;Iacobacci et al., 2016;Yuan et al., 2016), we evaluate and compare models using both manually-curated and automatically-constructed sense-annotated corpora for training.
to supervised systems, knowledgebased WSD techniques do not require any senseannotated corpus.