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Next-Concept Modeling:快速、并行的由粗到细文本生成

📌 One-Sentence Summary NCM 提出了一种由粗到细的文本生成框架,在速度与效率上超越扩散模型,并在语言建模、翻译和推理任务中以显著更少的训练 token 达到有竞争力的质量。 📝 Summary Next-Concept Modeling(NCM)将文本表示为离散编码的层级结构,从粗粒度结构到细粒度细节并行分步生成。该方法推理速度比扩散模型快 10–31 倍,同时保持相当或更

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Next-Concept Modeling: Fast, Parallel Coarse-to-Fine Text Generation

NCM introduces a coarse-to-fine text generation framework that outperforms diffusion models in speed and efficiency, achieving competitive quality across language modeling, translation, and reasoning tasks with significantly fewer training tokens.