ResearchBenchmarksText-to-SQL on BIRD App StoreText-to-SQL on BIRD App StoreFollow38.4Execution AccuracyMMD²30.0832.2434.436.56Nov 6, 2025Evaluation resultsMethodMethodLinksExecution AccuracyMMD²2025.1138.4Mauve2025.1138.4Lens 7Bvariant=biasedvariant=biased2025.1136.3Lens 32Bvariant=biasedvariant=biased2025.1135.2Lens 7Bvariant=debiasedvariant=debiased2025.1134.7MDM2025.1133.9Lens 32Bvariant=debiasedvariant=debiased2025.1133.8PAD2025.1133.5Test mean2025.1130.4