They are gone, they are not in inventory or equipped.
It is usually when I have my bow equipped, when I start I change to a dragon it is equipped, when I change back I do not have it equipped or in inventory. It is a heroic bow that I use a lot so I have to restart at the last save. It happened three times, I equipped something else to see if it was the bow, but the sword disappeared also.
