Register Tokens Enable Bounded-State Reasoning in Diffusion Language Models
September 13, 2026
Researchers implemented fixed-position register tokens to carry continuous hidden states across generation chunks in dLLMs, allowing for reasoning persistence even after the context window is cleared.
HOW THIS AFFECTS YOU
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builderThis could lead to more efficient long-context generation with smaller memory footprints.
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researcherThis method offers a new way to handle stateful reasoning in non-autoregressive architectures.