Before revision:   In this paper, we present the problem of model explainability as an interactive and sequential explanatory analysis of a model (IEMA). We introduce the grammar of such interactive explanations. We show how different XAI methods complement each other and why it is essential to juxtapose them together.
After revision:  In this paper, we present the problem of model explainability as an interactive and sequential explanatory analysis of a model . We show how different XAI methods complement each other and why it is essential to juxtapose them together.