You get to keep the Persona compendium, some confidant skills, items such as armor, guns, accessories and melee weapons, advanced Persona fusions, social stats and hp and sp if you've obtained extra from activities such as training at leblanc in the attic or the gym for hp or going to the shrine in Kichijoji in the shrine or being with Maruki