14 In fact, this is usually solved by viewing it as a different problem, morphological guessing, where linguistic knowledge similar to the features we have presented is used to try to guess POS and morphological analysis for types with no analysis.
our training procedure learns a probabilistic transducer, which is a soft version of the type of hand-engineered grammar that is used in finite-state analyzers.