Nowadays, although supervised methods perform better in general domains, unsupervised and semi-supervised models are receiving increasing attention from the research community, with performances close to the state of the art of supervised systems (Ponzetto and Navigli 2010).
knowledge-based and graph-based algorithms are emerging as promising approaches to solve the disambiguation problem (Sinha and Mihalcea 2007;Agirre et al.