Villagers are disappearing when they are in a cell of a villager farm.

I had villagers in cells and had labels above them stating what their trades were. I was in the trading hall going around getting emeralds when I noticed two of my villagers seem to have disappeared. I know for a fact that they were there when I entered the hall and now they are gone.