The non-neural MGL baseline unsurprisingly learns the regular pasttense pattern nearly perfectly, given that it is imbued with knowledge of phonological features as well as a list of phonologically illegal phoneme sequences to avoid in its output.
in our testing of the MGL, the preferred past-tense output for all verbs was never an irregular formulation.