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DiffuSpec uses a pretrained DLM as a parallel drafter for an autoregressive verifier, adding causal-consistency path search and adaptive draft-length control to make bidirectional DLM drafts compatible with left-to-right verification [17]
from the top result below
https://arxiv.org/html/2608.02625v1
1-mini drafts a full response, and LLaDA2
https://arxiv.org/html/2608.03138v1
During training, LLMs generate draft–revision trajectories and drafts that are substantially improved by their revisions receive an additional penalty
https://arxiv.org/list/cs.CL/new
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Computation and Language
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https://arxiv.org/list/cs.AI/new
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https://arxiv.org/html/2607.22511v2
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https://arxiv.org/html/2608.01366v2
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