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Messing Up with BART: Error Generation for Evaluating Data-Cleaning Algorithms

Summary: Error-generation for benchmarking data-cleaning; enables precise control and large-scale testing. NP-complete; a scalable greedy algorithm sacrifices completeness, aided by a symmetry property of data-quality constraints, exposing the control–scalability trade-off. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11515
Venue
VLDB
Year
2016
Pagerank
9.0975882e-05
Overall Rank
2,142 | 85.31%
DOI
10.14778/2850578.2850580

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{arocena_vldb16,
        title = {{Messing Up with BART: Error Generation for Evaluating Data-Cleaning Algorithms}},
        author = {Arocena, Patricia C. and Glavic, Boris and Mecca, Giansalvatore and Miller, Renée J. and Papotti, Paolo and Santoro, Donatello},
        journal = {PVLDB},
        series = {{VLDB} '16},
        volume = {9},
        number = {2},
        pages = {36--47},
        doi = {10.14778/2850578.2850580},
        url = {https://doi.org/10.14778/2850578.2850580},
        year = {2016}
}

Incoming Citations (Sorted by Pagerank)

Showing 23 of 23 citing papers.

Rank Citing Paper Year Venue Pagerank
946 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00013054126
1,351 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00011064851
1,402 Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks 2020 SIGMOD 0.00010888094
1,476 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.00010659277
2,297 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 8.7897221e-05
3,361 Cleaning Denial Constraint Violations through Relaxation 2020 SIGMOD 7.4872032e-05
3,380 UGuide – User-Guided Discovery of FD-Detectable Errors 2017 SIGMOD 7.457539e-05
3,580 Automatic Data Repair: Are We Ready to Deploy? 2024 VLDB 7.2888516e-05
4,488 Horizon: Scalable Dependency-driven Data Cleaning 2021 VLDB 6.668457e-05
5,312 Explaining Repaired Data with CFDs 2018 VLDB 6.2698779e-05
6,461 Explain3D: Explaining Disagreements in Disjoint Datasets 2019 VLDB 5.8718966e-05
6,674 Benchmarking Approximate Consistent Query Answering 2021 PODS 5.8066263e-05
8,388 Why Not Match: On Explanations of Event Pattern Queries 2021 SIGMOD 5.4364073e-05
8,594 Exploratory Training: When Annotators Learn About Data 2023 SIGMOD 5.4053095e-05
9,437 GIDCL: A Graph-Enhanced Interpretable Data Cleaning Framework with Large Language Models 2024 SIGMOD 5.2687567e-05
9,442 Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples 2016 SIGMOD 5.2677992e-05
9,783 DAFDiscover: Robust Mining Algorithm for Dynamic Approximate Functional Dependencies on Dirty Data 2024 VLDB 5.2209769e-05
10,317 Guardrail: Automated Integrity Constraint Synthesis From Noisy Data 2026 SIGMOD 5.093636e-05
10,322 Minimum Change ≠ Best Cleaning: Parallel and Incremental Error Detection under Integrity Constraints 2026 SIGMOD 5.093636e-05
10,966 UniClean: A Scalable Data Cleaning Solution for Mixed Errors based on Unified Cleaners and Optimized Cleaning Workflow 2025 VLDB 5.093636e-05
11,384 LinCQA: Faster Consistent Query Answering with Linear Time Guarantees 2023 SIGMOD 5.093636e-05
11,586 Frost: A Platform for Benchmarking and Exploring Data Matching Results 2022 VLDB 5.093636e-05
12,042 BART in Action: Error Generation and Empirical Evaluations of Data-Cleaning Systems 2016 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 13 of 13 cited papers.

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

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