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RATest: Explaining Wrong Relational Queries Using Small Examples

Summary: RATest finds small counterexamples D' ⊆ D where Q(D') ≠ Q0(D'), enabling concise debugging of incorrect queries. Using data provenance and constraint solving, it handles differences and group-by at interactive speed in classroom regression-testing. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
he7a9412c09bf84ce
Venue
SIGMOD
Year
2019
Pagerank
4.9793485e-05
Overall Rank
12,161 | 18.24%
DOI
10.1145/3299869.3320236

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

Authors

BibTeX Citation

@inproceedings{miao_sigmod19,
        title = {{RATest: Explaining Wrong Relational Queries Using Small Examples}},
        author = {Miao, Zhengjie and Roy, Sudeepa and Yang, Jun},
        series = {{SIGMOD} '19},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3299869.3320236},
        url = {https://dl.acm.org/doi/10.1145/3299869.3320236},
        year = {2019}
}

Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

Rank Citing Paper Year Venue Pagerank
4,847 Explaining Wrong Queries Using Small Examples 2019 SIGMOD 6.3823876e-05
6,699 Toward Interpretable and Actionable Data Analysis with Explanations and Causality 2022 VLDB 5.7058728e-05
10,966 Qr-Hint: Formally Verified and AI-Explained SQL Tutoring 2026 VLDB 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 4 of 4 cited papers.

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

Rank Cited Paper Year Venue Pagerank
17 Provenance Semirings 2007 PODS 0.00059752575
790 Cosette: An Automated Prover for SQL 2017 CIDR 0.00013976438
819 Provenance for Aggregate Queries 2011 PODS 0.00013666629
4,847 Explaining Wrong Queries Using Small Examples 2019 SIGMOD 6.3823876e-05
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