A semiconductor memory device includes: a gate electrode stack vertically stacked over a substrate with bent gate pads, the bent gate pads portion of the gate electrode stack having a step-shaped structure; an inter-layer dielectric layer covering the bent gate pads; and a plurality of contact plugs respectively coupled to the bent gate pads by penetrating the inter-layer dielectric layer, wherein the bent gate pads include angled corner portions of different sizes.