To address this issue, we introduce a new framework (MORSE), the first to bring semantics into morpheme segmentation both on a local and a vocabulary-wide level.
when checking for the morphological relation between two words, we not only check for the semantic relatedness of the pair at hand (local), but also check if the difference vectors of pairs showing similar orthographic change are consistent (vocabulary-wide).