what is the most recent operating system for Mac mini (Late 2012)

Catalina macOS 10.15.7

It does not support Big Sur, the specifications for which are provided here which state Mac mini (2014 or later) - the model after the Late 2012 unit.

The Late 2012 Mac Mini's can run up to macOS 10.15 Catalina.