diffusion-language-models
Everything on Ground Truth tagged “diffusion-language-models” — 3 items.
ICML's top paper says diffusion language models sabotage their own best feature News
ICML 2026 gave an Outstanding Paper award to work showing that diffusion language models waste their much-touted any-order generation by skipping the hardest, most decision-critical words -- and that forcing a plain left-to-right order during training fixes it.
A language model that writes by erasing, and now keeps up with the classics News
Almost every chatbot writes one word at a time, left to right. A newly released model of real size writes the way image AIs paint, refining a whole passage at once, and finally holds its own.
An openly-released text model that writes by refining, not word-by-word News
Most language models write one word after another, left to right. A new openly-released model of real size generates text the way image AIs make pictures — refining a whole draft at once.