English(EN) Gumbel Straight Flow: Distilling Autoregressive Models into One-step Flow Maps

新的Gumbel Straight Flow模型可蒸馏自回归语言模型

作者 PulseAugur 编辑部 · [1 个来源] · 2026-10-02 04:00

研究人员推出了一种名为Gumbel Straight Flow (GSF)的新型语言模型，它将自回归模型蒸馏为单步流图。GSF利用预训练自回归模型的噪声-数据耦合，在噪声和序列表示之间创建不相交的路径。与现有的少步语言生成方法相比，该方法在各种预训练和下游任务上均表现出卓越的性能。 AI

影响通过将自回归模型蒸馏为单步流图，引入了一种更高效的语言生成技术。

排序理由该集群描述了arXiv论文中提出的一种新方法和模型。[lever_c_demoted from research: ic=1 ai=1.0]

AI 生成摘要 · Google Gemini · 来自 1 个来源。我们如何撰写摘要 →

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arXiv cs.AI TIER_1 English(EN) · Yeongmin Kim, Arnaud Doucet, Andrew Campbell, Valentin De Bortoli, Thomas Mensink, David Ruhe · 2026-10-02 04:00

Gumbel Straight Flow：将自回归模型蒸馏为单步流模型

arXiv:2610.00497v1 Announce Type: cross Abstract: We present Gumbel Straight Flow (GSF), a continuous flow map language model that leverages the noise-data coupling of a pretrained autoregressive language (AR) model. We theoretically demonstrate that the coupling between Gumbel n…