A small neutron-absorbtion cross-section makes a material absorb less neutrons and it lets them pass through. This allows us to construct a physical barrier between a radiation source and a radiation sink (water) while keeping efficiency of energy transfer high.
Conversely, a high neutron-absorbtion cross-section absorbs the neutron radiation thus acts as a nuclear retardant.