The existing approach closest to ours is that of Huang and Riloff (2010), who devised a bootstrapping approach to induce semantic class taggers from domain text.
our approach tackles cross- domain ambiguity, by working with virtually any set of domains and minimizing the requirements by harvesting domain terms and definitions from the Web, bootstrapped using a small number of seeds.