Before revision:  This stiff pair of NLS equations is numerically solved using the method of lines with adaptive step-size integrator. 
After revision:  This stiff pair of NLS equations is numerically solved using the method of lines with adaptive step-size integrator. Keywords: Option price modelling, Quantum neural computation, nonlinear Schr\"odinger equations, leverage effect, bidirectional associative memory