Unsurprisingly, the maximum-likelihood hypothesis is the one in which each tree was generated in a single, atomic substitution; this hypothesis wastes no probability mass on unseen sentences.
bonnema and Scha turn to the uniform distribution over derivations, which is also well-founded but has the opposite bias (smaller subtrees take more probability mass because they can combinatorially occur in more derivations).