I think the graduate degree helps because it contains many signals, such as 5-7 years of work on a project, an advisor, and papers. That said I'm more than happy to fund smart undergraduates, but it's really hard to see signals that make any one undergraduate stick out from the crowd (doing graduate-level research and publishing papers as an undergraduate is a good signal).