Ebenezer

Say a large group of humans for whatever reason were trapped underground and for say a few generations survived in total darkness would they in time evolve into a different species? I ask because I hear on an episode of The Black List how a group of fish trapped in a cave yet survived becoming completely different in the process. I don't know if it's true but still it makes me wonder. Now hypothetically speaking could something similar happen to a group of human beings?