I'm not even sure why people report ONLY accuracy as an evaluation metric. It means nothing - appropriately weighted F scores, precision, recall give more insight into the system.
I guess the problem is that an ROC curve wouldn't create flashy headlines.
You can, you just need to put in a little bit of work. We don't need to specify the exact accuracy in the title.