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.
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Bounded fitting can be extended to expressive description logics while retaining generalization guarantees and implemented practically via SAT solvers.
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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.
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Bounded Fitting for Expressive Description Logics
Bounded fitting can be extended to expressive description logics while retaining generalization guarantees and implemented practically via SAT solvers.