# ALoDLM: Adaptively Looped Diffusion Language Models > Source: > Published: 2026-10-06 04:00:18+00:00 Diffusion language models (DLMs) enable fast generation by predicting multiple tokens in parallel, but their practical adoption remains limited by a persistent quality gap relative to comparably sized autoregressive (AR) models. We attribute this gap to a computation-difficulty mismatch: within a pa