When using the GUI, you will get a short description of each test when you click on it. When using a terminal you can use
phoronix-test-suite info [test]
to get the same short decription + a list of dependencies and suites using the test. I agree, however, that some of the descriptions could provide a bit more information on what is being tested/stressed on the system, if that is what you're looking for?