That also surprised me, the diffusion gemma is actually a bunch of architectural changes to make discrete diffusion practical and an sft + distill of the Gemma 4. One cool trick they do is to take advantage of the entropy of the estimated probability distribution to adaptively adjust the required number of diffusion steps for inference. Image diffusion only yields the score function, a gradient instead of the probabilities, so the same trick does not apply.