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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
5280
Venue
SIGMOD
Year
2016
Pagerank
5.5436995e-05
Overall Rank
5,369 | 62.69%
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
2,176 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 9.3729351e-05
2,758 A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching 2020 SIGMOD 8.1668285e-05
2,944 Truth Inference in Crowdsourcing: Is the Problem Solved? 2017 VLDB 7.8457167e-05
4,103 GoodCore: Data-effective and Data-efficient Machine Learning through Coreset Selection over Incomplete Data 2023 SIGMOD 6.4460899e-05
5,254 CDB: A Crowd-Powered Database System 2018 VLDB 5.5991922e-05
5,386 Selective Data Acquisition in the Wild for Model Charging 2022 VLDB 5.5346315e-05
5,965 Automatic Data Acquisition for Deep Learning 2021 VLDB 5.2476363e-05
5,982 Responsible Data Integration: Next-generation Challenges 2022 SIGMOD 5.2409386e-05
6,570 Domain Adaptation for Deep Entity Resolution 2022 SIGMOD 5.0017341e-05
6,873 Cost-Effective Data Annotation using Game-Based Crowdsourcing 2019 VLDB 4.8963037e-05
6,983 CompressGraph: Efficient Parallel Graph Analytics with Rule-Based Compression 2023 SIGMOD 4.8682622e-05
7,116 Crowdsourced Data Management: Overview and Challenges 2017 SIGMOD 4.8219732e-05
7,180 Coresets over Multiple Tables for Feature-rich and Data-efficient Machine Learning 2023 VLDB 4.8032775e-05
7,285 Subjective Knowledge Base Construction Powered By Crowdsourcing and Knowledge Base 2018 SIGMOD 4.7702194e-05
7,580 Human-in-the-loop Outlier Detection 2020 SIGMOD 4.7023767e-05
7,667 Human-in-the-loop Data Integration 2017 VLDB 4.6791871e-05
8,263 Learned Data-aware Image Representations of Line Charts for Similarity Search 2023 SIGMOD 4.5414364e-05
8,503 Robust Entity Resolution using Random Graphs 2018 SIGMOD 4.4916115e-05
9,895 Towards Interpretable and Learnable Risk Analysis for Entity Resolution 2020 SIGMOD 4.2559233e-05
10,022 In-context Clustering-based Entity Resolution with Large Language Models: A Design Space Exploration 2026 SIGMOD 4.1905499e-05
10,161 Enabling Efficient Direct Update on Rule-Based Compressed Graph 2026 SIGMOD 4.1905499e-05
11,003 MisDetect: Iterative Mislabel Detection using Early Loss 2024 VLDB 4.1905499e-05
11,713 A Rating-Ranking Method for Crowdsourced Top-k Computation 2018 SIGMOD 4.1905499e-05
11,796 CDB: Optimizing Queries with Crowd-Based Selections and Joins 2017 SIGMOD 4.1905499e-05
11,824 DOCS: Domain-Aware Crowdsourcing System 2017 VLDB 4.1905499e-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 0.00051273089
246 Crowdsourced Databases: Query Processing with People 2011 CIDR 0.00030952631
265 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00029904018
266 Human-powered Sorts and Joins 2012 VLDB 0.00029884758
641 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018759417
854 So Who Won? Dynamic Max Discovery with the Crowd 2012 SIGMOD 0.00015879917
863 Leveraging Transitive Relations for Crowdsourced Joins 2013 SIGMOD 0.00015793243
1,242 Question Selection for Crowd Entity Resolution 2013 VLDB 0.00013088272
1,491 CDAS: A Crowdsourcing Data Analytics System 2012 VLDB 0.00011685731
1,842 Crowdsourcing Algorithms for Entity Resolution 2014 VLDB 0.00010342022
3,268 QASCA: A Quality-Aware Task Assignment System for Crowdsourcing Applications 2015 SIGMOD 7.3027561e-05
3,324 iCrowd: An Adaptive Crowdsourcing Framework 2015 SIGMOD 7.2163115e-05
4,617 Crowd-Based Deduplication: An Adaptive Approach 2015 SIGMOD 6.0400801e-05
4,648 Whom to Ask? Jury Selection for Decision Making Tasks on Micro-blog Services 2012 VLDB 6.01726e-05
6,801 Query Optimization over Crowdsourced Data 2013 VLDB 4.9175463e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
3,177 Evaluating Entity Resolution Results 2010 VLDB 7.4367336e-05
2,449 Comparative Analysis of Approximate Blocking Techniques for Entity Resolution 2016 VLDB 8.7909961e-05
318 Evaluation of entity resolution approaches on real-world match problems 2010 VLDB 0.00027850417
10,022 In-context Clustering-based Entity Resolution with Large Language Models: A Design Space Exploration 2026 SIGMOD 4.1905499e-05
11,738 A Demonstration of PERC: Probabilistic Entity Resolution With Crowd Errors 2018 VLDB 4.1905499e-05
8,503 Robust Entity Resolution using Random Graphs 2018 SIGMOD 4.4916115e-05
6,873 Cost-Effective Data Annotation using Game-Based Crowdsourcing 2019 VLDB 4.8963037e-05
265 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00029904018
1,842 Crowdsourcing Algorithms for Entity Resolution 2014 VLDB 0.00010342022
1,242 Question Selection for Crowd Entity Resolution 2013 VLDB 0.00013088272