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#artificial intelligence Preprint Sep 2026

In-Place Instruction Following in Diffusion Language Models

Diffusion Large Language Models (dLLMs) generate text via bidirectional iterative denoising, naturally supporting user-specified constraints anchored at arbitrary output positions, a paradigm known as In-place Prompting (IPP). We formalize this as the In-place Instruction Following (IIF) task and construct IIF-Bench, a...

Zheng Nie, Zhe-Rui Li, Jia-Ming Zhang et al. · 0 citations

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