No, you are not the only one who has heard of GBS. They are quite wonderful. However, I've not heard of the song you are referring to. I've looked on thier website and can't find it by that title. Are you sure that's the name of it? Do you remember any lyrics? Let me know and I'll continue the search.
You might want to check out the website just in case. It's Great Big Sea.