Research questionCan large language models reliably perform Arabic morphosyntactic tagging and dependency parsing despite morphological and orthographic ambiguity?Arabic’s rich morphology and orthographic ambiguity make morphological and syntactic interpretation closely interdependent. Performance can also vary with how text is represented and whether relevant annotated examples are available as demonstrations.