Abstract
We evaluated constraint-aware reranking for text-to-SQL execution under 13% schema drift. A deterministic paired simulation generated 64 cases and preserved a low-signal stratum. Mean execution accuracy changed from 0.481 to 0.526; the paired difference was +0.045 (95% interval +0.042 to +0.047). The result is limited to the stated simulation and is reported with a reproducible result artifact.
References
Xie, H., Zhou, X., Yang, J., Shen, S., Wang, Z., Zheng, Y., Xu, T., Shi, Y., Zong, Z., Li, Y., Chen, P., Jiang, J., He, D., Yan, X., & Jiang, J. (2026). SiriusDeliver: Automating Data Warehouse Delivery at Tencent. arXiv. https://doi.org/10.48550/arXiv.2608.09185
Mellah, Y., Kocaman, V., Ul Haq, H., & Talby, D. (2024). Efficient schema-less text-to-SQL conversion using large language models. Artificial Intelligence in Health, 1(2), 96. https://doi.org/10.36922/aih.2661
Putra, C., Arlis, S., & Nurcahyo, G. W. (2025). Large Language Model Method as a Translator Indonesian Into SQL Language. Jurnal KomtekInfo, 124-130. https://doi.org/10.35134/komtekinfo.v12i3.658
Reichenpfader, D., Müller, H., & Denecke, K. (2023). Large language model-based information extraction from free-text radiology reports: a scoping review protocol. https://doi.org/10.1101/2023.07.28.23292031
Maleki, S. E., Pourreza, M., & Rafiei, D. (2026). Confidence Estimation for Text-to-SQL in Large Language Models. Proceedings of the AAAI Conference on Artificial Intelligence, 40(38), 32474-32482. https://doi.org/10.1609/aaai.v40i38.40523
Utomo, M. N. Y. (2020). Pengembangan Model Migrasi Database Relational ke NoSQL Memanfaatkan Metadata SQL. Jurnal Teknologi Elekterika, 4(2), 1. https://doi.org/10.31963/elekterika.v4i2.2212
Nugraha, G. P., Suadaa, L. H., Wilantika, N., & Maghfiroh, L. R. (2024). Pengembangan Aplikasi Chatbot dengan Large Language Model untuk Text-to-SQL Generation. Seminar Nasional Official Statistics, 2024(1), 831-840. https://doi.org/10.34123/semnasoffstat.v2024i1.2252
Furniss, P., & Green, A. (2023). SQL/PGQ data model and graph schema. https://doi.org/10.54285/ldbc.qzsk3559
Jawale, D., Shelke, S., & Yadav, S. (2026). Analyzing the Impact of Database Architecture on Performance: SQL vs NoSQL. International Journal of Mathematics And Computer Research, 14(03). https://doi.org/10.47191/ijmcr/v14ispc3.13
-, P. A., -, P. S., -, P. P., -, R. N., & -, P. K. N. (2024). QueryAI: A Conversational Interface for SQL Database Querying Using Natural Language Processing. International Journal For Multidisciplinary Research, 6(6), 30595. https://doi.org/10.36948/ijfmr.2024.v06i06.30595
