I get that LLMs average results, making a true newly creative example impossible just due to it not having any examples yet to draw from, but I don’t see why you couldn’t direct the LLM towards large variations in standard deviations and pulling the average from there.
Here is what I asked of AI:
“Write an very average sentence about a person going to the store.”
Here is what it provided:
“John went to the store to buy some groceries.”
I then asked it this:
“Now write one that is one standard deviation away from normal based upon the standards you use to create averaged sentences. Then do the same at 2 standard deviations, then 3 and go up to 10 standard deviations. Number them 1 to 10.”
It’s output:
Treating “standard deviations” metaphorically—because I don’t have a literal statistical distribution assigning a z-score to sentences—I can progressively push vocabulary, imagery, structure, causality, and conceptual strangeness farther from the high-probability sentence “John went to the store to buy some groceries.”
- 1 SD: John walked to the neighborhood store to pick up milk, bread, and a few things for dinner.
- 2 SD: John headed to the corner store for milk and bread, lingering for a moment beneath the flickering sign before going inside.
- 3 SD: John went to the store for milk and bread but returned with a pomegranate, a brass key, and no memory of buying either.
- 4 SD: John entered the grocery store intending to buy milk, only to discover that every item on the shelves had been labeled with a different year of his life.
- 5 SD: John went to the store for groceries, but the cashier quietly handed him a receipt listing everything he would purchase there over the next thirty-seven years.
- 6 SD: John walked into the store at 4:12 p.m. and found himself already standing in the checkout line, twenty years older, holding a melon he recognized as his childhood home.
- 7 SD: John went to the store because the refrigerator had told him they were out of milk; halfway there, he realized the refrigerator had died three years earlier and had never learned English.
- 8 SD: John entered the store carrying an empty shopping bag and emerged carrying the Tuesday on which he had entered it, folded neatly between two loaves of bread.
- 9 SD: John went to the store, but “John,” “went,” and “store” gradually separated from the sentence, leaving only a man-shaped grammatical absence pushing a cart through aisles stocked with unused causes.
- 10 SD: By the time John reached the store, distance had become a kind of poultry, his name was occurring mainly beneath the floor, and the groceries—having unanimously rejected objecthood—were purchasing increasingly accurate versions of him from a cashier made of yesterday’s pronunciation.
As it moves away from the norm (which it has obviously been able to define and recognize what occurs as human writers deviate from it), are we not moving infinitely close the farthest outliers which is where unique creativity resides?
That is, since it’s obvious the learning is from humans, only a smarter than ever before human can increase its learing to a whole new level, but the AI would still be able to perform better than 99% of all humans and across many more fields.
Edit: Here’s 4000, in case you’re wondering: 4000 SD: John did not go to the store; rather, the store retroactively became the grammatical cause of a John-shaped interruption in spacetime, while groceries existed only as rumors exchanged between numbers that had forgotten they were quantities.