An experiment was conducted to evaluate the qualitative performance of the MLaS model using $4$ CMs who reviewed $8$ sets of top-50 ranked items from men and women departments, as well as top and outerwear categories for each department and seasonal and staple rankings for each category. $MLaS$ model predictions are evaluated based on price, brand, seasonal relevance, and style relevance with the following questions: Rewrite the above in a formal way: