Sorry, where's that stated? I'm pretty doubtful of that claim because if that's what they meant they would say that -- they'd say it was O(m^(1+ɛ)), that would be well-understood notation. But what they wrote is that it's O(m^(1+o(1))), which, read as written, means it's a single bound that they're just not being very specific about.
I'm not asking for help decoding the notation; I'm asking for if anyone knows what the more detailed bound is that O(m^(1+o(1))) is abstracting.