One may argue that neural models can learn such knowledge when enough parallel cooccurrence pairs such as (Guelma, Algerian) and (MC El Eulma, Algerian Ligue Professionnelle 1) are available.
even in such case, neural models still tend to make mistakes for sparse co-occurrence pairs as we will show in the experiments section.