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BART in Action: Error Generation and Empirical Evaluations of Data-Cleaning Systems

Summary: BART in Action is an open-source error-generation framework to stress-test data-cleaning systems and benchmark repairers. It formalizes detectability and repairability, shows how error features alter tool performance, and demonstrates five algorithms on BART-created dirty data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5231
Venue
SIGMOD
Year
2016
Pagerank
5.093636e-05
Overall Rank
12,042 | 17.39%
DOI
10.1145/2882903.2889397

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BibTeX Citation

@inproceedings{santoro_sigmod16,
        title = {{BART in Action: Error Generation and Empirical Evaluations of Data-Cleaning Systems}},
        author = {Santoro, Donatello and Arocena, Patricia C. and Glavic, Boris and Mecca, Giansalvatore and Miller, Renée J. and Papotti, Paolo},
        series = {{SIGMOD} '16},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2882903.2889397},
        url = {https://dl.acm.org/doi/10.1145/2882903.2889397},
        year = {2016}
}

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