In this section we describe the aspects of the workflow developed in this paper, summarized graphically in Figure . We define neural scaling and the model architectures considered here, which are chosen specifically for their likelihood to exhibit interesting scaling behavior. Then we introduce strategies to enable scaling large chemical models and investigations of scaling behavior.