Case in point, just compare the results of Stable Diffusion / Dall-E / midjourney to papers from 5-10 years ago (here's a random one I found http://proceedings.mlr.press/v48/reed16.pdf). Remarkable progress in that time, and as I understand it, a good amount (but certainly not all) of the improvement comes “free” from being able to scale up to more weights.