Generative probabilistic models extend the scope of inferential structure determination

► Generative probabilistic models in inferential structure determination are examined. ► We observe increased efficiency and precision compared to previous studies. ► The scope of inferential structure determination has been extended to practitioners. ► New possibilities to incorporate prior knowledge into structure determination.