Yeah I looked at the code once and I believe it was recursively collapsing every single comment under when you clicked collapse, and also storing the state of each in localstorage I think. It didn't quite make sense. I think it has been fixed though it's much faster now.
Also not sure when we're finally get non-paginated page loads.