Before revision:  In this paper  we provide a general framework for understanding the weak error of numerical approximation techniques in the multi-scale setting.
After revision:  In this paper we provide a general framework for understanding the weak error , or bias, induced by different numerical approximation techniques in the multi-scale setting.