Brenda,
You could try gluing up less pieces in one go, say if you have 4 pieces to glue, glue them up in 2 lots of 2's then glue the 2 together, it might help. Also you could try sprinkling a few grains of salt on the glue to stop them sliding, I've heard a lot of people use this method but not tried it myself.