DBCooker automates synthesis of database native functions via LLM-guided characterization, coding plans, hybrid filling, and progressive validation, delivering 34.55% higher accuracy than baselines on SQLite, PostgreSQL, and DuckDB while generating functions absent from SQLite 3.50.
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JEDI is a generated benchmark suite converting SQL queries into Java Stream and imperative implementations to evaluate performance and identify efficient parallelization strategies.
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Automating Database-Native Function Code Synthesis with LLMs
DBCooker automates synthesis of database native functions via LLM-guided characterization, coding plans, hybrid filling, and progressive validation, delivering 34.55% higher accuracy than baselines on SQLite, PostgreSQL, and DuckDB while generating functions absent from SQLite 3.50.
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JEDI: Java Evaluation of Declarative and Imperative Queries
JEDI is a generated benchmark suite converting SQL queries into Java Stream and imperative implementations to evaluate performance and identify efficient parallelization strategies.