LAW: a language model built purely on self-conditioning, extending Loopholing discrete diffusion

caglarml · x · 2026-10-23

LAW ("Loopholing All the Way") explores whether a language model can be based purely on self-conditioning — the answer is yes. The work extends Loopholing Discrete Diffusion Models (LDDM), with the original authors amplifying the follow-up. Details are in the linked 8-post thread on discrete diffusion LM architecture.

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