Based on my research, the fuel filters changed.
Pre 2002/04 had the longer version, with the pressure regulator on the outside of the filter. So the filter was longer.

On post 2002/04, the filter became shorter, and they also placed the pressure regulator inside the filter.

Now, does anyone know what actually changed functionally?

Here are the pictures to illustrate the difference