Experimenting a discriminative possibilistic classifier with reweighting model for Arabic morphological disambiguation

•We perform Arabic morphological disambiguation on unlabeled vocalized corpora.•We experiment possibilistic measures for imprecise morphological data classification.•We assess the impact of a reweighting model and a possibilistic lexical likelihood.•Possibilistic classification is accurate in modern and classical texts disambiguation.