The most powerful late war engines of the allies were radials. Look at the P-47M/N and the F8F, and other similar designs.
Overall the radial, because it was simple, because it was larger, could pump out more power. The flaw/drawback is that you had to design an airframe around this giant dead weight in the nose. Sometimes the extra horsepower overcame the extra drag, sometimes it wasn't worth it.