A Demonstration of PERC: Probabilistic Entity Resolution With Crowd Errors
Summary: Demo of PERC, ER over uncertain graphs, modeling crowd answers as noisy evidence and solving ER by ML clustering. Introduces reliability metric with threshold-free crowdsourcing; yields 15% quality gain and 50% cost reduction, via an interactive GUI. (summarized by gpt-5-nano on Feb 09 2026)
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Authors
- 1. Xiangyu Ke
- 2. Michelle Teo
- 3. Arijit Khan
- 4. Vijaya Krishna Yalavarthi
Incoming Citations (Sorted by Pagerank)
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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 |
|---|---|---|---|---|
| 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 |
| 3,582 | NADEEF/ER: Generic and Interactive Entity Resolution | 2014 | SIGMOD | 6.9479263e-05 |
| 4,619 | Crowd-Based Deduplication: An Adaptive Approach | 2015 | SIGMOD | 6.0444854e-05 |
| 5,729 | KATARA: Reliable Data Cleaning with Knowledge Bases and Crowdsourcing | 2015 | VLDB | 5.3506368e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
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| 3,140 | ZeroER: Entity Resolution using Zero Labeled Examples | 2020 | SIGMOD | 7.4841763e-05 |
| 3,935 | CrowdQ: Crowdsourced Query Understanding | 2013 | CIDR | 6.6163464e-05 |
| 10,022 | In-context Clustering-based Entity Resolution with Large Language Models: A Design Space Exploration | 2026 | SIGMOD | 4.1945683e-05 |
| 2,937 | Truth Inference in Crowdsourcing: Is the Problem Solved? | 2017 | VLDB | 7.853108e-05 |
| 5,798 | Exploiting Context Analysis for Combining Multiple Entity Resolution Systems | 2009 | SIGMOD | 5.3231654e-05 |
| 5,362 | Cost-Effective Crowdsourced Entity Resolution: A Partial-Order Approach | 2016 | SIGMOD | 5.5473503e-05 |
| 1,841 | Crowdsourcing Algorithms for Entity Resolution | 2014 | VLDB | 0.00010348858 |
| 263 | CrowdER: Crowdsourcing Entity Resolution | 2012 | VLDB | 0.00029862413 |
| 8,585 | Robust Entity Resolution using Random Graphs | 2018 | SIGMOD | 4.4905755e-05 |
| 1,242 | Question Selection for Crowd Entity Resolution | 2013 | VLDB | 0.00013096655 |