What is the Information Context that Requires Semantics?

The illustration below comes from the 2003 paper "Can Topic Maps Model Enterprise-Wide Context?"

Image from 2003 Topic Maps paper,

To see some of the interaction and data topics that contribute to the solution, view the SWUI mindmap.