A semiconductor device includes a substrate, a gate stack over the substrate, a channel layer over the gate stack, and a source/drain electrode. The gate stack includes a metal gate electrode, a ferroelectric layer, and a semiconducting oxide layer disposed between the ferroelectric layer and the metal gate electrode. The source/drain electrode is formed on the channel layer and disposed on sides of the gate stack.