The land value should be taxed, but it isn't a simple answer. Large buildings imply more people which mean more use of city services. I'm not sure what the right answer is, but I am sure simple answers that would fit into a comment box here are wrong.
Charging tax on property (building + land) mostly just disincentivizes more intensive buildings.