Unverified50% confidenceFactExact time
The "next concept" in NCM refers to a discrete ID selected from a codebook, unrelated to high-level semantics or ideas, and completely different from the concepts (whole-sentence vectors) in Meta's "Large Concept Model."
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Long-term
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10/31/2026
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VerifiedThe NCM (Next-Concept Modeling) approach was proposed to achieve parallel generation through hierarchical latent representations, seeking a balance between efficiency and information retention.68% similarUnverifiedThe core idea of this method is that after an LLM provides an answer and explanation, concepts not mentioned in the explanation are removed from the original input, and the model is re-queried with the simplified input.62% similarUnverifiedNCM is similar to diffusion models in that both abandon strict left-to-right token-by-token generation; the difference is that NCM organizes the generation process with an explicit multi-granularity discrete codebook and a clearer hierarchical structure, whereas diffusion models implicitly control generation granularity through noise levels.61% similarUnverified大语言模型（LLM）在架构层面是无状态系统，每次推理调用是一次独立的前向传播计算，模型权重在推理阶段完全冻结60% similarUnverifiedNCP-ArchPreview proposes having language models model discrete concepts spanning multiple tokens in latent space through "Next Concept Prediction" (NCP).60% similar
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