There is more data on siRNA- they have been discovered earlier. They degrade faster and are easier to transfuse as their structure is more "natural", therefore easier to pull through cell membrane.
Morpholino are harder to transfuse effectively due to low charge of backbone, and lack of affinity to any membrane proteins, but they are more stable to enzymatic degradation and environmental factors.