Semiconductor device is provided. The semiconductor device includes a base substrate including a first region, a second region, and a third region arranged along a first direction, a first doped layer in the base substrate at the first region and a second doped layer in the base substrate at the third region, a first gate structure on the base substrate at the second region, a first dielectric layer on the base substrate coving the first doped layer, the second doped layer, and sidewalls of the first gate structure, first trenches in the first dielectric layer at the first region and the third region respectively, a first conductive layer in the first trenches, a second conductive layer on a surface of the first conductive layer at the second sub-regions after forming the first conductive layer, and a third conductive layer on the contact region of the first gate structure.