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CrowdER: Crowdsourcing Entity Resolution

Summary: CrowdER uses a machine-driven coarse pass to prune candidate pairs, saving human effort. Minimizing verification batches is NP-hard; a two-tiered batched-heuristic yields efficient, accurate results, demonstrated on real datasets via crowdsourcing. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
he18f67206327585c
Venue
VLDB
Year
2012
Pagerank
0.00025546182
Overall Rank
198 | 98.68%
DOI
10.14778/2350229.2350252

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{wang_vldb12,
        title = {{CrowdER: Crowdsourcing Entity Resolution}},
        author = {Wang, Jiannan and Kraska, Tim and Franklin, Michael J. and Feng, Jianhua},
        journal = {PVLDB},
        series = {{VLDB} '12},
        volume = {5},
        number = {11},
        pages = {1483--1494},
        doi = {10.14778/2350229.2350252},
        url = {https://doi.org/10.14778/2350229.2350252},
        year = {2012}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 71 citing papers.

Rank Citing Paper Year Venue Pagerank
134 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.00030042569
158 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028038831
329 Can Foundation Models Wrangle Your Data? 2023 VLDB 0.00020867521
433 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018324965
457 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017899824
871 Leveraging Transitive Relations for Crowdsourced Joins 2013 SIGMOD 0.00013338722
934 Question Selection for Crowd Entity Resolution 2013 VLDB 0.00012998402
1,044 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00012329478
1,098 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00012031983
1,472 Crowdsourcing Algorithms for Entity Resolution 2014 VLDB 0.00010553304
1,493 Synthesizing Entity Matching Rules by Examples 2018 VLDB 0.00010500948
1,655 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 9.9694129e-05
1,722 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.7921604e-05
2,475 A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching 2020 SIGMOD 8.4074448e-05
2,505 Query-Oriented Data Cleaning with Oracles 2015 SIGMOD 8.3743595e-05
2,643 Scaling Up Crowd-Sourcing to Very Large Datasets: A Case for Active Learning 2015 VLDB 8.1741373e-05
2,645 Progressive Approach to Relational Entity Resolution 2014 VLDB 8.173459e-05
2,923 Leveraging Set Relations in Exact Set Similarity Join 2017 VLDB 7.8482459e-05
3,173 Truth Inference in Crowdsourcing: Is the Problem Solved? 2017 VLDB 7.5655739e-05
3,199 iCrowd: An Adaptive Crowdsourcing Framework 2015 SIGMOD 7.5419863e-05
3,308 Cleaning Crowdsourced Labels Using Oracles for Statistical Classification 2019 VLDB 7.4379101e-05
3,350 An Efficient Partition Based Method for Exact Set Similarity Joins 2016 VLDB 7.3875743e-05
3,372 Finish Them!: Pricing Algorithms for Human Computation 2014 VLDB 7.3658309e-05
3,409 Waldo: An Adaptive Human Interface for Crowd Entity Resolution 2017 SIGMOD 7.3230153e-05
3,634 NADEEF/ER: Generic and Interactive Entity Resolution 2014 SIGMOD 7.1454896e-05
3,666 Online Entity Resolution Using an Oracle 2016 VLDB 7.1151622e-05
3,668 Revisiting Prompt Engineering via Declarative Crowdsourcing 2024 CIDR 7.1144218e-05
3,839 Optimal Crowd-Powered Rating and Filtering Algorithms 2014 VLDB 6.9896853e-05
3,840 QASCA: A Quality-Aware Task Assignment System for Crowdsourcing Applications 2015 SIGMOD 6.988858e-05
4,025 CLAMShell: Speeding up Crowds for Low-latency Data Labeling 2016 VLDB 6.8439934e-05
4,053 Crowd-Based Deduplication: An Adaptive Approach 2015 SIGMOD 6.8253348e-05
4,519 Arnold: Declarative Crowd-Machine Data Integration 2013 CIDR 6.5602428e-05
4,604 Reducing Uncertainty of Schema Matching via Crowdsourcing 2013 VLDB 6.504145e-05
4,625 Cost-Effective Crowdsourced Entity Resolution: A Partial-Order Approach 2016 SIGMOD 6.4948389e-05
4,679 Entity Resolution with Hierarchical Graph Attention Networks 2022 SIGMOD 6.471666e-05
4,941 Deep Indexed Active Learning for Matching Heterogeneous Entity Representations 2022 VLDB 6.3428387e-05
5,253 An Online Cost Sensitive Decision-Making Method in Crowdsourcing Systems 2013 SIGMOD 6.206776e-05
5,333 Argonaut: Macrotask Crowdsourcing for Complex Data Processing 2015 VLDB 6.1754682e-05
5,395 Explaining Repaired Data with CFDs 2018 VLDB 6.1486851e-05
5,572 Efficient Algorithms for Crowd-Aided Categorization 2020 VLDB 6.078318e-05
6,164 On Uncertain Graphs Modeling and Queries 2015 VLDB 5.8619652e-05
6,384 Qualitative Data Cleaning 2016 VLDB 5.8039496e-05
6,400 Human-in-the-loop Data Integration 2017 VLDB 5.7962311e-05
6,539 QOCO: A Query Oriented Data Cleaning System with Oracles 2015 VLDB 5.7507888e-05
6,633 Budget Constrained Interactive Search for Multiple Targets 2021 VLDB 5.724725e-05
7,043 Human-in-the-loop Outlier Detection 2020 SIGMOD 5.611642e-05
7,054 Cost-Effective Data Annotation using Game-Based Crowdsourcing 2019 VLDB 5.6101007e-05
7,091 Answering Planning Queries with the Crowd 2013 VLDB 5.5991673e-05
7,228 Certus: An Effective Entity Resolution Approach with Graph Differential Dependencies (GDDs) 2019 VLDB 5.5783924e-05
7,230 OASSIS: Query Driven Crowd Mining 2014 SIGMOD 5.5779439e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 7 of 7 cited papers.

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

Rank Cited Paper Year Venue Pagerank
92 CrowdDB: Answering Queries with Crowdsourcing 2011 SIGMOD 0.00034670735
244 Evaluation of entity resolution approaches on real-world match problems 2010 VLDB 0.00023307564
257 Crowdsourced Databases: Query Processing with People 2011 CIDR 0.00022958404
266 Human-powered Sorts and Joins 2012 VLDB 0.00022735106
534 On Active Learning of Record Matching Packages 2010 SIGMOD 0.00016799
888 Pay-as-you-go User Feedback for Dataspace Systems 2008 SIGMOD 0.00013250185
1,852 CrowdDB: Query Processing with the VLDB Crowd 2011 VLDB 9.4992704e-05
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