tokens: First , we calculate the ROC - AUC ( AUC ) and Average Precision ( AP ) scores for each method on each benchmark , and compute their respective quantiles on the empirical distributions for AUC and AP scores ( refer to Appendix E in for more details on treating AUC and AP as random variables ) .