[mjburgess]

Yes, so this is the meaning of the word I'm rejecting. NN models do not acquire emergent properties.

Human reasoning (, game play, etc.) is emergent in the sense that it is irreducible to its parts. "Generalisation in high-parameter training regiemes" is fully reducible. It is not emergence in any relevant sense of the term.