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cs.CL 1

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2025 1

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DLM-One: Diffusion Language Models for One-Step Sequence Generation

cs.CL · 2025-05-30 · conditional · novelty 5.0

DLM-One distills a continuous diffusion language model into a one-step student, achieving roughly 500x inference speedup while staying within a few percent of the teacher on BLEU, ROUGE, and BERTScore, with substantially reduced diversity.

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  • DLM-One: Diffusion Language Models for One-Step Sequence Generation cs.CL · 2025-05-30 · conditional · none · ref 5

    DLM-One distills a continuous diffusion language model into a one-step student, achieving roughly 500x inference speedup while staying within a few percent of the teacher on BLEU, ROUGE, and BERTScore, with substantially reduced diversity.