There is nothing to suggest LLMs will be as revolutionary as paper. The PalmPilot didn't lead to new field of science just because people had a new way to write things down.
The internet is as arguably as revolutionary as paper. And while LLMs haven’t proven to be an internet-level revolutionary technology (yet), they are closer to that than the PalmPilot.