Furthermore, in our scientific context, we have to study two inference problems: (1) the usual search for a best parse that is required for assessing the model accuracy with known metrics, and (2) for the purpose of fMRI modelling, we also have to compute the marginal probabilities required to compute the probabilities relevant for language modelling.
let the set of transitions of a derivation be: T (y) = T (a 1 .