However, the learning approaches presented in those previous pa-pers are not designed to be cognitively plausible, using batch training algorithms, multiple passes over the data, and language specific initialisations (lists of noun phrases and additional corpus statistics), all of which we dispense with here.
our approach is closely related that of Kwiatkowski et al.