I'm not totally sure how systems work for drilling this deep, but typically ice core setups attach the coring apparatus to the surface via a cable that is spooled by a winch. The cable itself ends up being the heaviest part of the system.

This is more for oil drilling, but this is a possibility. https://www.drillingformulas.com/fishing-drill-pipe-procedur...