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

arXiv:2610.14162v1 Announce Type: new Abstract: Diffusion language models (DLMs) offer parallel sampling for faster generation than autoregressive models, an increasingly important advantage as inference becomes a dominant computational workload. However, DLMs degrade quickly with fewer sampling st…

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  1. 2026-10-14 04:00 · arXiv cs.CL
    Next-Concept Modeling: Fast, Parallel Coarse-to-Fine Text Generation

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