One of the main benefits of submitting materials early is increased possibility of acceptance (at schools with rolling admissions). If you get everything in ahead of other competitors and you're a good applicant, the ADCOM might go ahead and extend an offer early. Early submission can also be a factor in funding, but, again, this is only likely to be the case at schools with rolling admission.