A multi-class classification problem is one where the goal is to predict a discrete variable that has three or more possible values. For example, you might want to predict a person's political leaning ...

For multi-class classification problems, it's more or less standard practice to compute and display a confusion matrix that shows where incorrect predictions have been made.