(2007) cast the two directional models as a single joint model by reparameterization and normalization.
both directional models, consisting of a t-table only, are reparameterized as:  They then maximize the likelihood of observed monolingual sequences from both languages: where, for example: Here, p(e) denotes the probability of e according to a fixed source language model.