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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
10572
Venue
VLDB
Year
2012
Pagerank
0.00025780596
Overall Rank
196 | 98.66%
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
141 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.0002964847
176 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00027191081
420 Can Foundation Models Wrangle Your Data? 2023 VLDB 0.00018789852
439 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018464913
489 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.0001761456
852 Leveraging Transitive Relations for Crowdsourced Joins 2013 SIGMOD 0.00013604253
933 Question Selection for Crowd Entity Resolution 2013 VLDB 0.00013111293
1,101 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00012168934
1,323 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00011152602
1,443 Crowdsourcing Algorithms for Entity Resolution 2014 VLDB 0.00010773106
1,465 Synthesizing Entity Matching Rules by Examples 2018 VLDB 0.00010689571
1,643 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 0.00010134956
1,736 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.8984415e-05
2,463 A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching 2020 SIGMOD 8.5486912e-05
2,570 Query-Oriented Data Cleaning with Oracles 2015 SIGMOD 8.4061164e-05
2,626 Scaling Up Crowd-Sourcing to Very Large Datasets: A Case for Active Learning 2015 VLDB 8.3291889e-05
2,711 Progressive Approach to Relational Entity Resolution 2014 VLDB 8.2178865e-05
3,040 Leveraging Set Relations in Exact Set Similarity Join 2017 VLDB 7.8262287e-05
3,231 Truth Inference in Crowdsourcing: Is the Problem Solved? 2017 VLDB 7.6191767e-05
3,262 iCrowd: An Adaptive Crowdsourcing Framework 2015 SIGMOD 7.5846052e-05
3,281 Cleaning Crowdsourced Labels Using Oracles for Statistical Classification 2019 VLDB 7.5706653e-05
3,314 Finish Them!: Pricing Algorithms for Human Computation 2014 VLDB 7.5279588e-05
3,474 An Efficient Partition Based Method for Exact Set Similarity Joins 2016 VLDB 7.3859271e-05
3,496 Waldo: An Adaptive Human Interface for Crowd Entity Resolution 2017 SIGMOD 7.3634471e-05
3,602 Online Entity Resolution Using an Oracle 2016 VLDB 7.2691521e-05
3,611 NADEEF/ER: Generic and Interactive Entity Resolution 2014 SIGMOD 7.2580469e-05
3,904 QASCA: A Quality-Aware Task Assignment System for Crowdsourcing Applications 2015 SIGMOD 7.0304212e-05
3,914 Optimal Crowd-Powered Rating and Filtering Algorithms 2014 VLDB 7.0204052e-05
3,971 CLAMShell: Speeding up Crowds for Low-latency Data Labeling 2016 VLDB 6.9835263e-05
3,983 Crowd-Based Deduplication: An Adaptive Approach 2015 SIGMOD 6.9739851e-05
4,050 Revisiting Prompt Engineering via Declarative Crowdsourcing 2024 CIDR 6.9368666e-05
4,428 Arnold: Declarative Crowd-Machine Data Integration 2013 CIDR 6.7094035e-05
4,538 Cost-Effective Crowdsourced Entity Resolution: A Partial-Order Approach 2016 SIGMOD 6.6404776e-05
4,539 Reducing Uncertainty of Schema Matching via Crowdsourcing 2013 VLDB 6.6403822e-05
4,590 Entity Resolution with Hierarchical Graph Attention Networks 2022 SIGMOD 6.6150054e-05
4,824 Deep Indexed Active Learning for Matching Heterogeneous Entity Representations 2022 VLDB 6.4914944e-05
5,143 An Online Cost Sensitive Decision-Making Method in Crowdsourcing Systems 2013 SIGMOD 6.3476753e-05
5,201 Argonaut: Macrotask Crowdsourcing for Complex Data Processing 2015 VLDB 6.3201995e-05
5,312 Explaining Repaired Data with CFDs 2018 VLDB 6.2698779e-05
5,813 Efficient Algorithms for Crowd-Aided Categorization 2020 VLDB 6.0780519e-05
6,037 On Uncertain Graphs Modeling and Queries 2015 VLDB 5.9990983e-05
6,392 Qualitative Data Cleaning 2016 VLDB 5.8883971e-05
6,471 QOCO: A Query Oriented Data Cleaning System with Oracles 2015 VLDB 5.8702801e-05
6,899 Human-in-the-loop Outlier Detection 2020 SIGMOD 5.7431609e-05
6,908 Cost-Effective Data Annotation using Game-Based Crowdsourcing 2019 VLDB 5.7415834e-05
7,018 Answering Planning Queries with the Crowd 2013 VLDB 5.7251004e-05
7,021 Budget Constrained Interactive Search for Multiple Targets 2021 VLDB 5.7242766e-05
7,081 OASSIS: Query Driven Crowd Mining 2014 SIGMOD 5.7086247e-05
7,083 Certus: An Effective Entity Resolution Approach with Graph Differential Dependencies (GDDs) 2019 VLDB 5.7075402e-05
7,134 PromptEM: Prompt-tuning for Low-resource Generalized Entity Matching 2023 VLDB 5.6942765e-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
90 CrowdDB: Answering Queries with Crowdsourcing 2011 SIGMOD 0.00034951786
248 Evaluation of entity resolution approaches on real-world match problems 2010 VLDB 0.00023278354
251 Crowdsourced Databases: Query Processing with People 2011 CIDR 0.00023261113
265 Human-powered Sorts and Joins 2012 VLDB 0.00022935368
528 On Active Learning of Record Matching Packages 2010 SIGMOD 0.00017100838
866 Pay-as-you-go User Feedback for Dataspace Systems 2008 SIGMOD 0.00013519288
1,810 CrowdDB: Query Processing with the VLDB Crowd 2011 VLDB 9.7021022e-05
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