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# Semantic Views

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  1. arXiv

    Semantic queries stop throwing away old labels: reusing past answers as views cuts model calls by 28% to 45%

    Semantic query engines pay a large language model for every tuple they filter, and SemViews turns labels that earlier queries already paid for into semantic views that order tuples, certifying the answer only with fresh samples, meeting precision and recall targets while saving 28% to 45% of model calls on four workloads.

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