[Yosemite Sam]

I have removed many broken off pipes using a hammer and chisel, starting from the "free end" tap the end of the pipe directly toward the center as though you were going to split the pipe from one end to the other, but just tap it in, don't try to cut it through.

Keep working it in, most times the pipe will begin to cave in on itself and get very loose in the hole.