A semiconductor device according to an embodiment includes a substrate, a bit line structure and a source line structure respectively extending in a direction perpendicular to a surface of the substrate, a semiconductor layer disposed between the bit line structure and the source line structure on a plane parallel to the surface of the substrate, a first ferroelectric layer disposed on a first surface of the semiconductor layer, and a first gate electrode layer disposed on the first ferroelectric layer.