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My wife and I took part in the survey as people who aren’t in programming and have never used LLM art generators before, and we scored quite poorly. I got all of the photorealistic images correct, but the painting/drawing pictures were much more difficult.
I think a better test would be to give four real artists and five LLM art generators the same prompt, show all nine of those together in a square and you have to pick the real ones. Then we’re comparing like-for-like as opposed to trying to spot an LLM image out of the blue.
For the sake of an survey you are right.
But practically this shows how easy people are fooled nowadays, and it will only get worse in the future.