A semiconductor device includes a substrate and a floating gate memory cell. The floating gate memory cell includes an erase gate structure disposed on the substrate, a first floating gate structure, a second floating gate structure, a first word line, a common source, a second word line, a first spacer and a second spacer. The first floating gate structure and the second floating gate structure are recessed in the substrate at two opposite sides of the erase gate structure. The first word line and the second word line are respectively adjacent to the first floating gate structure and the second floating gate structure. The common source is disposed in the substrate under the erase gate structure. The first spacer and the second spacer are respectively disposed between the first floating gate structure and the first word line and between the second floating gate structure and the second word line.