Learning the hyperparameters to learn morphology

摘要

We perform hyperparameter inference within a model of morphology learning (Goldwater et al., 2011) and find that it affects model behaviour drastically. Changing the model structure successfully avoids the unsegmented solution, but results in oversegmentation instead.