To make training and inference with our model  tractable, we have assumed independence between previous adjacent events and the next word generation given the previous surface word forms ( §2.1).
thus, the posterior probability over the analysis is only determined by the left contextsubsequent decisions are independent of the process used to generate a word at time t. since disambiguating information may be present in either direction, we introduce a model variant that conditions on information in both directions.