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Detect, Remask, Repair: Diffusion Editing for Faithful Summarization of Evolving Contexts
Summaries of real-world events can become outdated as contexts evolve and new information arrives.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 may be unnecessary when only a few claims are u
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