The parameters of the token based ITGs can be estimated using expectation maximization through an efficient dynamic programming algorithm in conjunction with beam pruning (Saers and Wu, 2011).
to token based ITGs, each rule in a segmental ITG grammar can contain more than one token in both input and output languages.