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Cost-Effective Crowdsourced Entity Resolution: A Partial-Order Approach

Summary: Partial-order-based crowdsourced entity resolution; defines a pairwise order, queries a small set, and propagates to infer all answers. Grouping for cost reduction, error-tolerant handling of order and crowd errors, and efficient query selection; experiments show 1.25% of baselines (80x cheaper) with preserved quality. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5279
Venue
SIGMOD
Year
2016
Pagerank
5.5473503e-05
Overall Rank
5,362 | 62.70%
DOI
10.1145/2882903.2915252

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 25 of 25 citing papers.

Rank Citing Paper Year Venue Pagerank
2,175 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 9.3644117e-05
2,767 A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching 2020 SIGMOD 8.1513883e-05
2,937 Truth Inference in Crowdsourcing: Is the Problem Solved? 2017 VLDB 7.853108e-05
4,102 GoodCore: Data-effective and Data-efficient Machine Learning through Coreset Selection over Incomplete Data 2023 SIGMOD 6.4522929e-05
5,279 CDB: A Crowd-Powered Database System 2018 VLDB 5.5902418e-05
5,381 Selective Data Acquisition in the Wild for Model Charging 2022 VLDB 5.5399508e-05
5,963 Automatic Data Acquisition for Deep Learning 2021 VLDB 5.2526794e-05
5,976 Responsible Data Integration: Next-generation Challenges 2022 SIGMOD 5.245976e-05
6,569 Domain Adaptation for Deep Entity Resolution 2022 SIGMOD 5.0065379e-05
6,868 Cost-Effective Data Annotation using Game-Based Crowdsourcing 2019 VLDB 4.9010083e-05
6,985 CompressGraph: Efficient Parallel Graph Analytics with Rule-Based Compression 2023 SIGMOD 4.8729387e-05
7,117 Crowdsourced Data Management: Overview and Challenges 2017 SIGMOD 4.826509e-05
7,179 Coresets over Multiple Tables for Feature-rich and Data-efficient Machine Learning 2023 VLDB 4.8078895e-05
7,292 Subjective Knowledge Base Construction Powered By Crowdsourcing and Knowledge Base 2018 SIGMOD 4.7740174e-05
7,575 Human-in-the-loop Outlier Detection 2020 SIGMOD 4.7068909e-05
7,668 Human-in-the-loop Data Integration 2017 VLDB 4.6834075e-05
8,268 Learned Data-aware Image Representations of Line Charts for Similarity Search 2023 SIGMOD 4.5456668e-05
8,585 Robust Entity Resolution using Random Graphs 2018 SIGMOD 4.4905755e-05
9,896 Towards Interpretable and Learnable Risk Analysis for Entity Resolution 2020 SIGMOD 4.2600049e-05
10,022 In-context Clustering-based Entity Resolution with Large Language Models: A Design Space Exploration 2026 SIGMOD 4.1945683e-05
10,161 Enabling Efficient Direct Update on Rule-Based Compressed Graph 2026 SIGMOD 4.1945683e-05
11,000 MisDetect: Iterative Mislabel Detection using Early Loss 2024 VLDB 4.1945683e-05
11,707 A Rating-Ranking Method for Crowdsourced Top-k Computation 2018 SIGMOD 4.1945683e-05
11,788 CDB: Optimizing Queries with Crowd-Based Selections and Joins 2017 SIGMOD 4.1945683e-05
11,816 DOCS: Domain-Aware Crowdsourcing System 2017 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 15 of 15 cited papers.

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

Rank Cited Paper Year Venue Pagerank
94 CrowdDB: Answering Queries with Crowdsourcing 2011 SIGMOD 0.00051013264
249 Crowdsourced Databases: Query Processing with People 2011 CIDR 0.00030740523
263 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00029862413
267 Human-powered Sorts and Joins 2012 VLDB 0.00029690405
643 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018754451
859 So Who Won? Dynamic Max Discovery with the Crowd 2012 SIGMOD 0.00015870894
866 Leveraging Transitive Relations for Crowdsourced Joins 2013 SIGMOD 0.00015801196
1,242 Question Selection for Crowd Entity Resolution 2013 VLDB 0.00013096655
1,491 CDAS: A Crowdsourcing Data Analytics System 2012 VLDB 0.00011694982
1,841 Crowdsourcing Algorithms for Entity Resolution 2014 VLDB 0.00010348858
3,263 QASCA: A Quality-Aware Task Assignment System for Crowdsourcing Applications 2015 SIGMOD 7.3097573e-05
3,322 iCrowd: An Adaptive Crowdsourcing Framework 2015 SIGMOD 7.2230626e-05
4,619 Crowd-Based Deduplication: An Adaptive Approach 2015 SIGMOD 6.0444854e-05
4,651 Whom to Ask? Jury Selection for Decision Making Tasks on Micro-blog Services 2012 VLDB 6.022931e-05
6,806 Query Optimization over Crowdsourced Data 2013 VLDB 4.9218336e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
3,177 Evaluating Entity Resolution Results 2010 VLDB 7.4367331e-05
2,514 Comparative Analysis of Approximate Blocking Techniques for Entity Resolution 2016 VLDB 8.6139012e-05
319 Evaluation of entity resolution approaches on real-world match problems 2010 VLDB 0.00027781866
10,022 In-context Clustering-based Entity Resolution with Large Language Models: A Design Space Exploration 2026 SIGMOD 4.1945683e-05
11,731 A Demonstration of PERC: Probabilistic Entity Resolution With Crowd Errors 2018 VLDB 4.1945683e-05
8,585 Robust Entity Resolution using Random Graphs 2018 SIGMOD 4.4905755e-05
6,868 Cost-Effective Data Annotation using Game-Based Crowdsourcing 2019 VLDB 4.9010083e-05
263 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00029862413
1,841 Crowdsourcing Algorithms for Entity Resolution 2014 VLDB 0.00010348858
1,242 Question Selection for Crowd Entity Resolution 2013 VLDB 0.00013096655