ReSequel uses LLMs guided by metadata-derived templates and sampling-based verification to rewrite SQL queries, delivering up to 16x workload speedups over native DBMSs and 22x over prior LLM baselines across eight benchmarks and three systems.
Kester, Manos Athanassoulis, and Stratos Idreos
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FractalSortCPU achieves up to 6x better bandwidth efficiency than prior radix sorts on CPUs for 512MB-32GB datasets at 16-bit precision by using compressed histograms and parallel updates without pre-bucketing.
A survey of differential privacy theory, mechanisms, applications, and user-facing issues.
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ReSequel: Robust LLM-assisted Query Rewriting and Optimization using Templatization and Sampling
ReSequel uses LLMs guided by metadata-derived templates and sampling-based verification to rewrite SQL queries, delivering up to 16x workload speedups over native DBMSs and 22x over prior LLM baselines across eight benchmarks and three systems.