You may not agree with the authors' or Aaronsons' definition of quantum supremacy, that's ok. I think his definition is very reasonable. Aaronson argues that this experiment
will prove quantum computing supremacy in great length and defined it in the first entry of the FAQ as follows:
> [quantum computing supremacy]
term refers to the use of a quantum computer to solve some well-defined set of problems that would take orders of magnitude longer to solve with any currently known algorithms running on existing classical computers
.. and continues to explain why this setup does exactly that.