hobbs, that is a very good question with a not-so-simple answer.
When I installed my Walbro 255 HP (High Pressure) fuel pump I didn't have a fuel pressure gauge so I couldn't see how much the base fuel pressure went up. But just like you, I assumed it wouldn't go up any at all, because the FPR should do it's job in keeping pressure regulated at 3 bar above absolute. I did however have a stand-alone ECU in, and I noticed that around idle and cruising I had to make a few minor changes to the fuel, but under moderate to heavy loads nothing changed and no adjustments were necessary. Around idle and low load I had to take away small amounts of fuel. Anywhere from 5-10%. A bit of adjustment, but much less than you'd expect from a jump in idle fuel pressure from 36 psi to 55 psi which is a 52% increase in idle fuel pressure (different from base fuel pressure).
It seems to me from my finding the pressure might have gone up a slight amount (5-10%) at low loads.
The reason for this I assume is because of the extra flow of the fuel pump (not the extra pressure). The way the FRP works is by letting a certain amount of fuel to return to the tank to keep the pressure at the desired 3 bar above absolute. So with the increased flow of the Walbro, the return line gets overwhelmed and pressure builds up in the fuel rail because the FRP can't return enough fuel fast enough. Once you get above low loads however the FPR has no problems keeping 3 bar because a lot of that fuel is being injected and the return line is now adequate to return enough fuel to keep the pressure down.
I would bet if you put a larger return fuel line on the system you could eliminate this minor problem entirely.