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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
0.0002551523
Overall Rank
199 | 98.67%
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
132 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.00030213215
158 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028049555
323 Can Foundation Models Wrangle Your Data? 2023 VLDB 0.00021022156
434 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018323777
459 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017863654
873 Leveraging Transitive Relations for Crowdsourced Joins 2013 SIGMOD 0.00013306946
932 Question Selection for Crowd Entity Resolution 2013 VLDB 0.00012981731
989 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00012638176
1,099 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00012008783
1,473 Crowdsourcing Algorithms for Entity Resolution 2014 VLDB 0.0001052886
1,489 Synthesizing Entity Matching Rules by Examples 2018 VLDB 0.00010480559
1,650 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 9.9690948e-05
1,721 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.7821782e-05
2,476 A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching 2020 SIGMOD 8.3932405e-05
2,492 Query-Oriented Data Cleaning with Oracles 2015 SIGMOD 8.3722864e-05
2,641 Progressive Approach to Relational Entity Resolution 2014 VLDB 8.1723025e-05
2,647 Scaling Up Crowd-Sourcing to Very Large Datasets: A Case for Active Learning 2015 VLDB 8.1565673e-05
2,933 Leveraging Set Relations in Exact Set Similarity Join 2017 VLDB 7.827041e-05
3,028 Truth Inference in Crowdsourcing: Is the Problem Solved? 2017 VLDB 7.7177453e-05
3,210 iCrowd: An Adaptive Crowdsourcing Framework 2015 SIGMOD 7.5170875e-05
3,318 Cleaning Crowdsourced Labels Using Oracles for Statistical Classification 2019 VLDB 7.4142395e-05
3,359 An Efficient Partition Based Method for Exact Set Similarity Joins 2016 VLDB 7.3640394e-05
3,368 Finish Them!: Pricing Algorithms for Human Computation 2014 VLDB 7.351092e-05
3,414 Waldo: An Adaptive Human Interface for Crowd Entity Resolution 2017 SIGMOD 7.3058225e-05
3,621 NADEEF/ER: Generic and Interactive Entity Resolution 2014 SIGMOD 7.1353614e-05
3,659 Revisiting Prompt Engineering via Declarative Crowdsourcing 2024 CIDR 7.1094444e-05
3,672 Online Entity Resolution Using an Oracle 2016 VLDB 7.0926043e-05
3,841 Optimal Crowd-Powered Rating and Filtering Algorithms 2014 VLDB 6.9697568e-05
3,849 QASCA: A Quality-Aware Task Assignment System for Crowdsourcing Applications 2015 SIGMOD 6.9657571e-05
4,029 CLAMShell: Speeding up Crowds for Low-latency Data Labeling 2016 VLDB 6.8285702e-05
4,074 Crowd-Based Deduplication: An Adaptive Approach 2015 SIGMOD 6.8062505e-05
4,537 Arnold: Declarative Crowd-Machine Data Integration 2013 CIDR 6.5399966e-05
4,613 Reducing Uncertainty of Schema Matching via Crowdsourcing 2013 VLDB 6.4858366e-05
4,626 Cost-Effective Crowdsourced Entity Resolution: A Partial-Order Approach 2016 SIGMOD 6.480594e-05
4,691 Entity Resolution with Hierarchical Graph Attention Networks 2022 SIGMOD 6.4502667e-05
4,948 Deep Indexed Active Learning for Matching Heterogeneous Entity Representations 2022 VLDB 6.3276067e-05
5,276 An Online Cost Sensitive Decision-Making Method in Crowdsourcing Systems 2013 SIGMOD 6.1866921e-05
5,344 Argonaut: Macrotask Crowdsourcing for Complex Data Processing 2015 VLDB 6.1575792e-05
5,387 Explaining Repaired Data with CFDs 2018 VLDB 6.1374778e-05
5,586 Efficient Algorithms for Crowd-Aided Categorization 2020 VLDB 6.0582193e-05
6,180 On Uncertain Graphs Modeling and Queries 2015 VLDB 5.8425819e-05
6,327 Qualitative Data Cleaning 2016 VLDB 5.7945802e-05
6,404 Human-in-the-loop Data Integration 2017 VLDB 5.7797097e-05
6,518 QOCO: A Query Oriented Data Cleaning System with Oracles 2015 VLDB 5.741664e-05
6,644 Budget Constrained Interactive Search for Multiple Targets 2021 VLDB 5.7057955e-05
6,791 Crowdsourced Data Management: Overview and Challenges 2017 SIGMOD 5.6647309e-05
7,064 Human-in-the-loop Outlier Detection 2020 SIGMOD 5.5930864e-05
7,074 Cost-Effective Data Annotation using Game-Based Crowdsourcing 2019 VLDB 5.5915502e-05
7,113 Answering Planning Queries with the Crowd 2013 VLDB 5.5807503e-05
7,241 OASSIS: Query Driven Crowd Mining 2014 SIGMOD 5.5620382e-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 0.00034613457
244 Evaluation of entity resolution approaches on real-world match problems 2010 VLDB 0.00023265795
257 Crowdsourced Databases: Query Processing with People 2011 CIDR 0.00022914527
266 Human-powered Sorts and Joins 2012 VLDB 0.00022701006
535 On Active Learning of Record Matching Packages 2010 SIGMOD 0.00016768308
890 Pay-as-you-go User Feedback for Dataspace Systems 2008 SIGMOD 0.00013212032
1,861 CrowdDB: Query Processing with the VLDB Crowd 2011 VLDB 9.4694034e-05
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