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Detecting Data Errors: Where are we and what needs to be done?

Summary: Empirical study: data-cleaning tools miss large portions of real-world errors and have robustness gaps. Proposes multi-tool workflow to boost coverage with less verification; notes domain-specific tools and enrichment, but some errors remain undetectable. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11387
Venue
VLDB
Year
2016
Pagerank
0.00012180046
Overall Rank
1,403 | 90.26%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 49 of 49 citing papers.

Rank Citing Paper Year Venue Pagerank
192 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00035692958
516 Can Foundation Models Wrangle Your Data? 2023 VLDB 0.00021194444
1,274 The Data Civilizer System 2017 CIDR 0.00012869297
1,340 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00012492795
1,821 Synthesizing Entity Matching Rules by Examples 2018 VLDB 0.00010406856
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
2,161 Uni-Detect: A Unified Approach to Automated Error Detection in Tables 2019 SIGMOD 9.4029915e-05
2,348 RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation 2021 VLDB 8.9903659e-05
2,507 Auto-Detect: Data-Driven Error Detection in Tables 2018 SIGMOD 8.6254741e-05
2,759 Complaint-driven Training Data Debugging for Query 2.0 2020 SIGMOD 8.1646193e-05
2,968 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 7.7964476e-05
3,254 Auto-Suggest: Learning-to-Recommend Data Preparation Steps Using Data Science Notebooks 2020 SIGMOD 7.3172324e-05
3,303 SCODED: Statistical Constraint Oriented Data Error Detection 2020 SIGMOD 7.2438671e-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
5,026 Adaptive Data Augmentation for Supervised Learning over Missing Data 2021 VLDB 5.7451454e-05
5,096 Auto-Transform: Learning-to-Transform by Patterns 2020 VLDB 5.6960764e-05
5,203 Pattern Functional Dependencies for Data Cleaning 2020 VLDB 5.628087e-05
5,439 DiffPrep: Differentiable Data Preprocessing Pipeline Search for Learning over Tabular Data 2023 SIGMOD 5.5034427e-05
5,454 QFix: Diagnosing Errors through Query Histories 2017 SIGMOD 5.4967096e-05
5,929 SchemaPile: A Large Collection of Relational Database Schemas 2024 SIGMOD 5.2635297e-05
6,188 Semi-Supervised Data Cleaning with Raha and Baran 2021 CIDR 5.1607275e-05
6,279 Self-supervised and Interpretable Data Cleaning with Sequence Generative Adversarial Networks 2023 VLDB 5.1241232e-05
6,295 Your notebook is not crumby enough, REPLace it 2020 CIDR 5.1200006e-05
6,544 Properties of Inconsistency Measures for Databases 2021 SIGMOD 5.013741e-05
7,390 Time Series Data Validity 2023 SIGMOD 4.7383798e-05
7,565 PIClean: A Probabilistic and Interactive Data Cleaning System 2019 SIGMOD 4.7048523e-05
8,207 SMARTFEAT: Efficient Feature Construction through Feature-Level Foundation Model Interactions 2024 CIDR 4.5537604e-05
8,470 Rapidash: Efficient Detection of Constraint Violations 2024 VLDB 4.4993203e-05
8,588 Exploratory Training: When Annotators Learn About Data 2023 SIGMOD 4.4853244e-05
8,674 Progressive Deep Web Crawling Through Keyword Queries For Data Enrichment 2019 SIGMOD 4.4659264e-05
8,739 CtxPipe: Context-aware Data Preparation Pipeline Construction for Machine Learning 2024 SIGMOD 4.4520434e-05
9,055 A Data Quality Metric (DQM): How to Estimate the Number of Undetected Errors in Data Sets 2017 VLDB 4.3997447e-05
9,073 VerifAI: Verified Generative AI 2024 CIDR 4.396857e-05
9,116 Towards Observability for Production Machine Learning Pipelines 2022 VLDB 4.3886184e-05
9,314 Debugging Large-Scale Data Science Pipelines using Dagger 2020 VLDB 4.3531179e-05
9,354 GIDCL: A Graph-Enhanced Interpretable Data Cleaning Framework with Large Language Models 2024 SIGMOD 4.3484715e-05
9,481 Data Imputation with Limited Data Redundancy Using Data Lakes 2025 VLDB 4.3300131e-05
9,576 CoClean: Collaborative Data Cleaning 2020 SIGMOD 4.3207e-05
9,855 In-Database Data Imputation 2024 SIGMOD 4.2652623e-05
9,928 Fainder: A Fast and Accurate Index for Distribution-Aware Dataset Search 2024 VLDB 4.2470891e-05
9,983 Towards Scalable Visual Data Wrangling via Direct Manipulation 2026 CIDR 4.1905499e-05
10,026 Minimum Change ≠ Best Cleaning: Parallel and Incremental Error Detection under Integrity Constraints 2026 SIGMOD 4.1905499e-05
10,473 Zorro: Quantifying Uncertainty in Models & Predictions Arising from Dirty Data 2025 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
10,826 Demonstrating Matelda for Multi-Table Error Detection 2025 VLDB 4.1905499e-05
11,218 Demystifying the QoS and QoE of Edge-hosted Video Streaming Applications in the Wild with SNESet 2023 SIGMOD 4.1905499e-05
11,533 GEDet: Detecting Erroneous Nodes with A Few Examples 2021 VLDB 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.

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