Is AUC a good metric for evaluating the performance of a multi-class classification?
No - AUC (Area Under Curve) can not be used directly to assess the performance of multi-class classification.
If you want to use AUC, it is necessary to binarize the output. Either each class as to be compared against each other class or 1 class versus the rest.