If you remove the soil, be prepared to put the plants in a high-humidity space for a couple weeks till they recover from the shock, since they are fully leafed out.
Second, if you want to grow it more as a bush, than as a tree, for ease of picking, storage, etc. then even if it is plants, it is really just about like having a low-branching tree, and you might as well leave it alone.