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Neural network verification gets a speed boost: reusing learned conflicts across related queries cuts down redundant exploration and speeds up verification by up to 1.9x.
Text-to-SQL evaluation gets a reality check: SpotIt+ uses LLM-validated database constraints to find discrepancies missed by standard testing.