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SQL-Factory: A Multi-Agent Framework for High-Quality and Large-Scale SQL Generation

Summary: SQL-Factory: a modular multi-agent pipeline splitting SQL synthesis into Generation (diverse structures via a strong LLM), Expansion (cheap scaling via a lightweight LLM), and Management (adaptive scheduling and quality control). Generates >300k diverse SQLs for <$200 API cost and boosts downstream Text-to-SQL performance. (summarized by gpt-5-mini on Mar 13 2026)

Paper ID
14520
Venue
VLDB
Year
2026
Pagerank
5.3251649e-05
Overall Rank
9,047 | 37.93%
DOI
10.14778/3778092.3778093

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{li_vldb26,
        title = {{SQL-Factory: A Multi-Agent Framework for High-Quality and Large-Scale SQL Generation}},
        author = {Li, Jiahui and Wu, Tongwang and Mao, Yuren and Gao, Yunjun and Feng, Yajie and Liu, Huaizhong},
        journal = {PVLDB},
        series = {{VLDB} '26},
        volume = {19},
        number = {3},
        pages = {292--305},
        doi = {10.14778/3778092.3778093},
        url = {https://doi.org/10.14778/3778092.3778093},
        year = {2026}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
10,530 SQL-Exchange: Transforming SQL Queries Across Domains 2026 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 19 of 19 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
86 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00035316107
279 Text-to-SQL Empowered by Large Language Models: A Benchmark Evaluation 2024 VLDB 0.00022468369
334 An End-to-End Automatic Cloud Database Tuning System Using Deep Reinforcement Learning 2019 SIGMOD 0.00020875082
392 Massive Stochastic Testing of SQL 1998 VLDB 0.00019342814
476 The Making of TPC-DS 2006 VLDB 0.00017860667
756 CodeS: Towards Building Open-source Language Models for Text-to-SQL 2024 SIGMOD 0.0001431656
1,832 DSB: A Decision Support Benchmark for Workload-Driven and Traditional Database Systems 2021 VLDB 9.6607418e-05
1,920 D-Bot: Database Diagnosis System using Large Language Models 2024 VLDB 9.4846185e-05
2,039 ScienceBenchmark: A Complex Real-World Benchmark for Evaluating Natural Language to SQL Systems 2024 VLDB 9.2721259e-05
2,395 OmniSQL: Synthesizing High-quality Text-to-SQL Data at Scale 2025 VLDB 8.6355093e-05
3,338 Robust Query Driven Cardinality Estimation under Changing Workloads 2023 VLDB 7.5068221e-05
4,251 FinSQL: Model-Agnostic LLMs-based Text-to-SQL Framework for Financial Analysis 2024 SIGMOD 6.8031106e-05
4,349 ALECE: An Attention-based Learned Cardinality Estimator for SPJ Queries on Dynamic Workloads 2024 VLDB 6.7504619e-05
4,671 PreQR: Pre-training Representation for SQL Understanding 2022 SIGMOD 6.5732787e-05
5,169 LearnedSQLGen: Constraint-aware SQL Generation using Reinforcement Learning 2022 SIGMOD 6.3349035e-05
6,543 Speeding Up End-to-end Query Execution via Learning-based Progressive Cardinality Estimation 2023 SIGMOD 5.8461929e-05
8,591 A New Paradigm in Tuning Learned Indexes: A Reinforcement Learning Enhanced Approach 2025 SIGMOD 5.4059856e-05
8,945 Generation of Training Examples for Tabular Natural Language Inference 2023 SIGMOD 5.3480421e-05
9,441 Db2une: Tuning Under Pressure via Deep Learning 2024 VLDB 5.2678428e-05
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