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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
11328
Venue
VLDB
Year
2016
Pagerank
8.3925184e-05
Overall Rank
2,642 | 81.64%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 23 of 23 citing papers.

Rank Citing Paper Year Venue Pagerank
1,340 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00012492795
1,403 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00012180046
1,895 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.00010174634
1,914 Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks 2020 SIGMOD 0.00010111859
2,968 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 7.7964476e-05
3,397 Automatic Data Repair: Are We Ready to Deploy? 2024 VLDB 7.1386386e-05
3,977 UGuide – User-Guided Discovery of FD-Detectable Errors 2017 SIGMOD 6.5670094e-05
4,271 Cleaning Denial Constraint Violations through Relaxation 2020 SIGMOD 6.2943273e-05
5,150 Horizon: Scalable Dependency-driven Data Cleaning 2021 VLDB 5.6553571e-05
5,626 Explaining Repaired Data with CFDs 2018 VLDB 5.4032498e-05
6,468 Explain3D: Explaining Disagreements in Disjoint Datasets 2019 VLDB 5.0448709e-05
6,740 Benchmarking Approximate Consistent Query Answering 2021 PODS 4.9401646e-05
8,154 Why Not Match: On Explanations of Event Pattern Queries 2021 SIGMOD 4.5708988e-05
8,588 Exploratory Training: When Annotators Learn About Data 2023 SIGMOD 4.4853244e-05
9,283 Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples 2016 SIGMOD 4.3598353e-05
9,354 GIDCL: A Graph-Enhanced Interpretable Data Cleaning Framework with Large Language Models 2024 SIGMOD 4.3484715e-05
9,650 DAFDiscover: Robust Mining Algorithm for Dynamic Approximate Functional Dependencies on Dirty Data 2024 VLDB 4.3067693e-05
10,019 Guardrail: Automated Integrity Constraint Synthesis From Noisy Data 2026 SIGMOD 4.1905499e-05
10,026 Minimum Change ≠ Best Cleaning: Parallel and Incremental Error Detection under Integrity Constraints 2026 SIGMOD 4.1905499e-05
10,730 UniClean: A Scalable Data Cleaning Solution for Mixed Errors based on Unified Cleaners and Optimized Cleaning Workflow 2025 VLDB 4.1905499e-05
11,181 LinCQA: Faster Consistent Query Answering with Linear Time Guarantees 2023 SIGMOD 4.1905499e-05
11,390 Frost: A Platform for Benchmarking and Exploring Data Matching Results 2022 VLDB 4.1905499e-05
11,849 BART in Action: Error Generation and Empirical Evaluations of Data-Cleaning Systems 2016 SIGMOD 4.1905499e-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.

Rank Cited Paper Year Venue Pagerank
268 A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification 2005 SIGMOD 0.00029739054
621 Improving Data Quality: Consistency and Accuracy 2007 VLDB 0.00018978331
653 On the Provenance of Non-Answers to Queries over Extracted Data 2008 VLDB 0.00018616975
677 ConQuer: Efficient Management of Inconsistent Databases 2005 SIGMOD 0.00018250681
879 Don’t be SCAREd: Use SCalable Automatic REpairing with Maximal Likelihood and Bounded Changes 2013 SIGMOD 0.00015649604
1,012 NADEEF: A Commodity Data Cleaning System 2013 SIGMOD 0.00014638349
1,160 Towards Certain Fixes with Editing Rules and Master Data 2010 VLDB 0.0001358129
1,376 Tiresias: The Database Oracle for How-To Queries 2012 SIGMOD 0.00012315734
1,405 Extending Dependencies with Conditions 2007 VLDB 0.00012174499
1,625 Sampling the Repairs of Functional Dependency Violations under Hard Constraints 2010 VLDB 0.0001109361
2,565 Explaining Missing Answers to SPJUA Queries 2010 VLDB 8.5307653e-05
3,198 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD 7.4029546e-05
5,387 That's All Folks! LLUNATIC Goes Open Source 2014 VLDB 5.5344399e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
268 A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification 2005 SIGMOD 0.00029739054
1,403 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00012180046
3,000 BigDansing: A System for Big Data Cleansing 2015 SIGMOD 7.7447724e-05
1,629 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00011073148
3,397 Automatic Data Repair: Are We Ready to Deploy? 2024 VLDB 7.1386386e-05
621 Improving Data Quality: Consistency and Accuracy 2007 VLDB 0.00018978331
2,830 Interaction between Record Matching and Data Repairing 2011 SIGMOD 8.0515409e-05
5,671 Descriptive and Prescriptive Data Cleaning 2014 SIGMOD 5.3797808e-05
10,026 Minimum Change ≠ Best Cleaning: Parallel and Incremental Error Detection under Integrity Constraints 2026 SIGMOD 4.1905499e-05
11,849 BART in Action: Error Generation and Empirical Evaluations of Data-Cleaning Systems 2016 SIGMOD 4.1905499e-05