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 |
|---|---|---|---|---|
| 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 |
| 3,568 | NADEEF/ER: Generic and Interactive Entity Resolution | 2014 | SIGMOD | 6.9588883e-05 |
| 4,617 | Crowd-Based Deduplication: An Adaptive Approach | 2015 | SIGMOD | 6.0400801e-05 |
| 5,738 | KATARA: Reliable Data Cleaning with Knowledge Bases and Crowdsourcing | 2015 | VLDB | 5.3454984e-05 |
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| Overall Rank | Paper | Year | Venue | Pagerank |
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| 3,057 | ZeroER: Entity Resolution using Zero Labeled Examples | 2020 | SIGMOD | 7.6458287e-05 |
| 3,939 | CrowdQ: Crowdsourced Query Understanding | 2013 | CIDR | 6.6099823e-05 |
| 10,022 | In-context Clustering-based Entity Resolution with Large Language Models: A Design Space Exploration | 2026 | SIGMOD | 4.1905499e-05 |
| 2,944 | Truth Inference in Crowdsourcing: Is the Problem Solved? | 2017 | VLDB | 7.8457167e-05 |
| 5,789 | Exploiting Context Analysis for Combining Multiple Entity Resolution Systems | 2009 | SIGMOD | 5.3248395e-05 |
| 5,369 | Cost-Effective Crowdsourced Entity Resolution: A Partial-Order Approach | 2016 | SIGMOD | 5.5436995e-05 |
| 1,842 | Crowdsourcing Algorithms for Entity Resolution | 2014 | VLDB | 0.00010342022 |
| 265 | CrowdER: Crowdsourcing Entity Resolution | 2012 | VLDB | 0.00029904018 |
| 8,503 | Robust Entity Resolution using Random Graphs | 2018 | SIGMOD | 4.4916115e-05 |
| 1,242 | Question Selection for Crowd Entity Resolution | 2013 | VLDB | 0.00013088272 |