To reduce the need for a large seed dictionary, <cite>Artetxe et al. (2017)</cite> propose an iterative, self-learning framework that determines W as above, uses it to calculate a new dictionary D, and then iterates until convergence. We propose two methods for extending this system using orthographic information, described in the following two sections.