Propose a strategy for comparing the likelihoods of these two models, taking into account their distinct input formats.

To compare these models accurately, I would ensure that both models use either real-valued or binary-valued inputs. If necessary, I would preprocess the data to match the format used by each model, and then compare their likelihoods on a consistent scale. This would prevent artificially inflated likelihoods due to differences in input formats.