They will with weapons. If you zone out and back in it should be equipped. I've reverse pickpocketed better weapons on to numerous NPCs and they all equip them. I dropped a Legendary Orcish Axe in Whiterun and watched for a while, but the NPCs just kicked it around. I left and when I came back a few game days or weeks later the beggar was wearing it and still is.

With clothes I've had no luck even when I strip off their body piece or give them actual armor.
