Here, we trained the system as above but we tested it on different words whose roots were known to be in the training set.
the irregular roots n.p.l, i.c.g, q.w.m and g.n.n in this pattern yield the seemingly similar forms hplh, hcgh, hqmh and hgnh, respectively.