ResearchBenchmarksText-to-SQL on BIRD Computer StudentsText-to-SQL on BIRD Computer StudentsFollow48.3Execution AccuracyLens 32B45.746.37547.0547.725Nov 6, 2025Evaluation resultsMethodMethodLinksExecution AccuracyLens 32Bvariant=debiasedvariant=debiased2025.1148.3PAD2025.1148.3Mauve2025.1148.3MDM2025.1148.2MMD²2025.1147.4Lens 7Bvariant=debiasedvariant=debiased2025.1146.6Lens 7Bvariant=biasedvariant=biased2025.1146.4Lens 32Bvariant=biasedvariant=biased2025.1146.3Test mean2025.1145.8