Because it is a conditional model, LOGRESP lacks any built-in capacity for semi-supervised learning.
because ITEM-RESP has no model of the data x, it receives no benefit from unannotated data  One way to make ITEMRESP data-aware is by adding a discriminative log-linear data component (Raykar et al., 2010;Liu et al., 2012).