The last one (There is a nonzero net force acting on the object) is definitely true.
At least one, maybe two, of the middle three (The object is slowing down, The object is speeding up, or The object is changing direction) is true, because of the force.
The first one (The object is moving with a constant velocity) is definitely not true.