The article  explored an automatic method to learn an SFST from a bilingual set of samples for machine translation purposes, the so-called GIATI (Grammar Inference and Alignments for Transducers Inference).
each multilingual sample is transformed into a single string from an extended vocabulary (Γ ⊆ using a labelling function (L m ).