A method of forming a gate structure is provided. In the method, a nitride layer is formed on a gate material layer. An ultra-thin photoresist layer is formed on the nitride layer. The ultra-thin photoresist layer is patterned with short wavelength radiation to define a pattern for the gate. The ultra-thin photoresist layer is used as a mask during a first etch step to transfer the gate pattern to the nitride layer. The first etch step includes an etch chemistry that is selective to the nitride layer over the ultra-thin photoresist layer. The nitride layer is used as a hard mask during a second etch step to form the gate by transferring the gate pattern to the gate material layer via the second etch step.