Prediction of Unconstitutional Index of Italian Bills

In modern democracy, the Constitutional Court guarantees that the legislative corpus is compliant with the Constitutional norms and principles. For this reason, during the drafting of the legislative bill, the institutions (Chamber of Deputies, Senate, Government, Ministries, and Staff of the President) monitor this phenomenon in order to avoid clashing with the Constitution and also to prevent institutional conflict of competences. This paper presents a proof of concept that aims to calculate the index of presumption of unconstitutionality of the bill of the Chamber of Deputies of Italy. We use a hybrid AI pipeline using different datasets in LegalDocML format (Akoma Ntoso XML) and fostering the embedding AI techniques.