Does subscribing to an IPO via multiple brokers increase the chance of receiving shares?

If I submit separate applications for the same IPO using different brokers where I hold accounts, does this improve my probability of selection, or is it treated as a duplicate? If that matters, I am mostly interested in the US markets and US brokers.