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Automated Database Testing via LLM-Synthesized SQL Features

Summary: ShQveL expands differential SQL testing by using LLMs to fill SQL sketches, integrating synthesized features into existing generators. Across five DBMSs, it found 55 previously unknown bugs, 50 fixed after reporting. (summarized by gpt-6-luna on Oct 22 2026)

Paper ID
h5fcada3710f45112
Venue
SIGMOD
Year
2027
Pagerank
4.9605343e-05
Overall Rank
10,382 | 30.41%
DOI
10.1145/3837097
PDF
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Authors

BibTeX Citation

@inproceedings{zhong_sigmod27,
        title = {{Automated Database Testing via LLM-Synthesized SQL Features}},
        author = {Zhong, Suyang and Rigger, Manuel},
        series = {{SIGMOD} '27},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3837097},
        url = {https://dl.acm.org/doi/10.1145/3837097},
        year = {2027}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 18 of 18 cited papers.

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

Rank Cited Paper Year Venue Pagerank
163 Text-to-SQL Empowered by Large Language Models: A Benchmark Evaluation 2024 VLDB 0.00027456647
378 Massive Stochastic Testing of SQL 1998 VLDB 0.000196128
1,209 CatSQL: Towards Real World Natural Language to SQL Applications 2023 VLDB 0.00011499224
1,765 APOLLO: Automatic Detection and Diagnosis of Performance Regressions in Database Systems 2020 VLDB 9.689153e-05
1,854 Detecting Logic Bugs of Join Optimizations in DBMS 2023 SIGMOD 9.4858897e-05
1,956 LLM-R^2: A Large Language Model Enhanced Rule-based Rewrite System for Boosting Query Efficiency 2025 VLDB 9.2927535e-05
3,158 GenRewrite: Query Rewriting via Large Language Models 2026 SIGMOD 7.5676704e-05
3,652 Keep It Simple: Testing Databases via Differential Query Plans 2024 SIGMOD 7.1150097e-05
3,899 FinSQL: Model-Agnostic LLMs-based Text-to-SQL Framework for Financial Analysis 2024 SIGMOD 6.9199448e-05
4,004 Cracking SQL Barriers: An LLM-based Dialect Translation System 2025 SIGMOD 6.846192e-05
4,748 Detecting Metadata-Related Logic Bugs in Database Systems via Raw Database Construction 2024 VLDB 6.4257176e-05
4,917 Automated Validating and Fixing of Text-to-SQL Translation with Execution Consistency 2025 SIGMOD 6.3447485e-05
6,118 Constant Optimization Driven Database System Testing 2025 SIGMOD 5.8646302e-05
7,221 Semantic Conformance Testing of Relational DBMS 2025 VLDB 5.5655523e-05
8,426 Detecting Schema-Related Logic Bugs in Relational DBMSs via Equivalent Database Construction 2025 VLDB 5.3187835e-05
9,754 Leveraging Query Optimizers to Verify the Soundness of LLM-based Query Rewrites for Real-World Workloads, and More! 2026 CIDR 5.115551e-05
10,493 Automated Discovery of Test Oracles for Database Management Systems Using LLMs 2026 SIGMOD 4.9605343e-05
11,602 Understanding and Reusing Test Suites Across Database Systems 2024 SIGMOD 4.9605343e-05
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