الباحثون

Yifeng He

المنشورات 2

نسخة أولية وصول مفتوح

ForkLeft: Entropy-First Rollouts for Prefix-Aligned Autoregressive-to-Diffusion Distillation

Junming Liu, Jicheng Wang, Yifeng He وآخرون · 2026

Autoregressive Next-Token Prediction (NTP) has enabled strong reasoning capabilities in language models, while Diffusion Language Models (DLMs) offer flexible token orders and parallel generation. We ask whether DLMs can acquire NTP-style reasoning through distillation without giving up their native generation process. …

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