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2025 1

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Bootstrapping Learned Cost Models with Synthetic SQL Queries

cs.DB · 2025-08-27 · conditional · novelty 5.0

LLM-based synthetic SQL generation can train a learned cost model with fewer, more diverse queries than mechanical generation, though the measured accuracy gains are small and the comparison is not matched by training size.

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  • Bootstrapping Learned Cost Models with Synthetic SQL Queries cs.DB · 2025-08-27 · conditional · none · ref 6

    LLM-based synthetic SQL generation can train a learned cost model with fewer, more diverse queries than mechanical generation, though the measured accuracy gains are small and the comparison is not matched by training size.