"Our results show that when hyperparameters are properly tuned via cross-validation, most methods perform similarly to one another"<p>"...this brings into question the results of other cutting edge papers not covered in our experiments. It also raises doubts about the value of the hand-wavy theoretical explanations in metric learning papers."