Before revision:   The first-stage regression is a natural framework to evaluate the validity of instruments .
After revision:  In addition, we show that the required Jacobian identification conditions for IVQR models are embedded in the quantile first-stage. The first-stage regression is a natural framework to evaluate the validity of instruments .