What if language models wrote the way that we think through ideas: rough sketch first with details l...
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Stanford AI Lab on X: "What if language models wrote the way that we think through ideas: rough sketch first with detail...
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- 主题聚焦：What if language models wrote the way that we th
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Stanford AI Lab on X: "What if language models wrote the way that we think through ideas: rough sketch first with details last? New work by @KumbongHermann, @ishanskhare, and team introduces Next-Concept Modeling (NCM), a parallel generation framework achieving comparable or better quality than st… / X
Stanford AI Lab
@StanfordAILab
What if language models wrote the way that we think through ideas: rough sketch first with details last? New work by
@
KumbongHermann
,
ishanskhare
, and team introduces Next-Concept Modeling (NCM), a parallel generation framework achieving comparable or better quality than strong diffusion baselines while being 10-31× faster⚡️across unconditional generation, summarization & translation, and downstream reasoning tasks.
Hermann Kumbong
@KumbongHermann
10h
🚀 Introducing Next-Concept Modeling (NCM): our new paradigm for fast, parallel, coarse-to-fine text generation. Compared to strong diffusion language models (DLMs) at similar parameter size, NCM achieves: ⚡ Up to 31× faster generation on downstream tasks like summarization
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11:45 PM · Oct 14, 2026
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