Graphite is used for the completely opposite reason from Gd, it is to make the neutrons MORE effective, not less.
Graphite has a very low neutron cross section (when very pure!), and since it has a small atomic mass, neutrons lose a lot of kinetic energy when deflecting off C nuclei, and so are slowed down to become 'thermal'. When slow, neutrons are absorbed much more readily by U nuclei, so interactions are more likely to result in fissions.