Spin degenereracy happens when taking the spin-orbit band into account, each state will have 2 states, a spin up +1/2 and a spin down -1/2 in the conduction band. The valence bands are a whole different game.
Si and GaAs have different symmetry properties, Si has the symmetry group O_{h} which is has 48-fold symmnetry at the center of the Brilloun zone. GaAs transforms as T_{d} which is 24-fold symmentric. They may be cubic, but after that the similarities end. The T_{d} is a sub-set of the O_{h} group.
The conduction band minima for silicon is not at the center of the zone as it is for GaAs, but out along the <100> direction, thus reducing the symmetry of the conduction band even further to 12-fold symmetry, this is why there are 6 ellipsoids in the band structure. The conduction band minima is at the center of the Brillouin zone in GaAs, it has only a doubly degenerate s-state and graphically the band will be a single ellipsoid (each spin has its own, but they have the same energy and they overlap completely). QMrocks and Pieter Kuiper said the same thing a little more succinctly.
In the valence bands, if we ignore spin and the spin-orbit interactino for the moment, we have p-states, which are triply-degenerate. Include spin and the spin-orbit interation, we get two sets of states p_{3/2} (4-states) and p_{1/2} (2-states). At the center of the zone all the p_{3/2} are degenerate, and the p_{1/2} is separated from the otehr states by the spin-orbit splitting.
I did a lot of work in Si, Ge, GaAs amongst a bunch of other more exotic semi-conductor band structures for my dissertation so this is bringing back some memories of grad school.