The log probability of a form under a model corresponds to the description length of that form under the model; if a model assigns a higher log probability to a form, that means the model is capable of compressing the form more than other models.
we compare models on their ability to assign high probabilities to phonological forms, as in Goldsmith and Riggle (2012).