Materna applied an LDA-based method to the BNC, which contains 1.4M verb uses, to induce seman-tic frames across verbs that can be considered to be verb classes (Materna, 2012;Materna, 2013).
we set the hyper-parameters α in (1) and β in (3) to 1.0.