Savlar4 sources healthy · latest episode 15 Oct 2026
descriptive claim

In 2024, Stefano Ermon's team reported that a diffusion model with fewer than one billion parameters could match an autoregressive model's quality at the GPT-2 scale.

Stefano Ermon · Why Diffusion Will Win AI Inference with Inception Co-Founder and CEO Stefano Ermon · 18 Sept 2026

In their words

The transcript segments this claim was taken from

“We had a breakthrough in 2024.”
“We published a paper basically showing that for the first time it was possible to match the quality of an autoregressive model at the GPT-2 scale.”
“So less than a billion parameters,”
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