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News/Detect, Remask, Repair: Diffusion Editing for Faithful Summarization of Evolving Contexts
arxiv
PublishedJune 12, 2026 at 4:00 AM
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Detect, Remask, Repair: Diffusion Editing for Faithful Summarization of Evolving Contexts

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arXiv:2606.12807v1 Announce Type: new Abstract: Summaries of real-world events can become outdated as contexts evolve and new information arrives. A common response is to generate a new summary from the updated context, but full regeneration discards the previous draft, can obscure what changed, and

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