[outofpaper]

It looks programmatic because this is the simplest way to describe what parameters and sentences structure the authors have found works well. I find its best to remember that LLMs are infrence engines - they are stoy telling machines. LLMs that work via instruction are building probible narrative, not responding to their instructions like orders but as a writer being asked to continue a scrip.