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Evaluation of entity resolution approaches on real-world match problems

Summary: Comparative evaluation of entity resolution approaches on real-world match problems, measuring ML-based and traditional parameterizations, plus a commercial system. Reveals substantial quality and efficiency gaps among methods, and shows product-entity matching for online shops often defeats conventional attribute-similarity approaches. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
10021
Venue
VLDB
Year
2010
Pagerank
0.00027781866
Overall Rank
319 | 97.79%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 46 of 46 citing papers.

Rank Citing Paper Year Venue Pagerank
221 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.00033121824
263 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00029862413
300 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028441466
643 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018754451
754 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017117211
814 Entity Resolution: Theory, Practice & Open Challenges 2012 VLDB 0.00016370594
1,831 Synthesizing Entity Matching Rules by Examples 2018 VLDB 0.00010384082
2,184 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.3429789e-05
2,231 Dedoop: Efficient Deduplication with Hadoop 2012 VLDB 9.2304499e-05
2,767 A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching 2020 SIGMOD 8.1513883e-05
3,140 ZeroER: Entity Resolution using Zero Labeled Examples 2020 SIGMOD 7.4841763e-05
3,528 Distributed Data Deduplication 2016 VLDB 7.0066139e-05
3,840 Revisiting Prompt Engineering via Declarative Crowdsourcing 2024 CIDR 6.7106924e-05
4,185 Arnold: Declarative Crowd-Machine Data Integration 2013 CIDR 6.3776356e-05
4,607 Data Integration and Machine Learning: A Natural Synergy 2018 SIGMOD 6.0538827e-05
4,837 Entity Resolution with Hierarchical Graph Attention Networks 2022 SIGMOD 5.8892326e-05
4,859 Integrating Data Lake Tables 2023 VLDB 5.8732433e-05
5,282 Deep Indexed Active Learning for Matching Heterogeneous Entity Representations 2022 VLDB 5.5864206e-05
5,434 Auto-FuzzyJoin: Auto-Program Fuzzy Similarity Joins Without Labeled Examples 2021 SIGMOD 5.5045402e-05
5,869 Demonstration of Panda: A Weakly Supervised Entity Matching System 2021 VLDB 5.2959029e-05
5,896 In Search of an Entity Resolution OASIS: Optimal Asymptotic Sequential Importance Sampling 2017 VLDB 5.2847867e-05
6,099 WOO: A Scalable and Multi-tenant Platform for Continuous Knowledge Base Synthesis 2013 VLDB 5.2104516e-05
6,690 Parallel Discrepancy Detection and Incremental Detection 2021 VLDB 4.9621556e-05
7,052 Pre-trained Embeddings for Entity Resolution: An Experimental Analysis 2023 VLDB 4.8497453e-05
7,185 Certus: An Effective Entity Resolution Approach with Graph Differential Dependencies (GDDs) 2019 VLDB 4.8066159e-05
7,243 Data Integration and Machine Learning: A Natural Synergy 2018 VLDB 4.7913666e-05
7,345 Linking Temporal Records for Profiling Entities 2015 SIGMOD 4.756212e-05
7,952 Multi-Source Uncertain Entity Resolution at Yad Vashem: Transforming Holocaust Victim Reports into People 2016 SIGMOD 4.613363e-05
8,005 Online Topic-Aware Entity Resolution Over Incomplete Data Streams 2021 SIGMOD 4.6081461e-05
8,528 Cryptographically Secure Private Record Linkage Using Locality-Sensitive Hashing 2024 VLDB 4.4937074e-05
9,409 Ground Truth Inference for Weakly Supervised Entity Matching 2023 SIGMOD 4.3441378e-05
9,434 Rock: Cleaning Data by Embedding ML in Logic Rules 2024 SIGMOD 4.3430376e-05
9,487 Making It Tractable to Catch Duplicates and Conflicts in Graphs 2023 SIGMOD 4.3341665e-05
9,855 Progressive Entity Matching: A Design Space Exploration 2025 SIGMOD 4.269353e-05
9,963 Parallel Rule Discovery from Large Datasets by Sampling 2022 SIGMOD 4.2294678e-05
10,489 Incremental Rule Discovery in Response to Parameter Updates 2025 SIGMOD 4.1945683e-05
10,624 Evaluating Methods for Efficient Entity Count Estimation 2025 VLDB 4.1945683e-05
11,223 Splitting Tuples of Mismatched Entities 2023 SIGMOD 4.1945683e-05
11,333 LACE: A Logical Approach to Collective Entity Resolution 2022 PODS 4.1945683e-05
11,342 FILA: Online Auditing of Machine Learning Model Accuracy under Finite Labelling Budget 2022 SIGMOD 4.1945683e-05
11,373 Generalized Supervised Meta-blocking 2022 VLDB 4.1945683e-05
11,388 Frost: A Platform for Benchmarking and Exploring Data Matching Results 2022 VLDB 4.1945683e-05
11,438 New Algorithms for Monotone Classification 2021 PODS 4.1945683e-05
11,930 ConfSeer: Leveraging Customer Support Knowledge Bases for Automated Misconfiguration Detection 2015 VLDB 4.1945683e-05
11,982 Matching Titles with Cross Title Web-Search Enrichment and Community Detection 2014 VLDB 4.1945683e-05
12,044 Knowledge Harvesting in the Big-Data Era 2013 SIGMOD 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 9 of 9 cited papers.

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

Rank Cited Paper Year Venue Pagerank
67 The Merge/Purge Problem for Large Databases 1995 SIGMOD 0.00061348205
229 Reference Reconciliation in Complex Information Spaces 2005 SIGMOD 0.00032242633
280 Eliminating Fuzzy Duplicates in Data Warehouses 2002 VLDB 0.00029113044
322 Record Linkage: Similarity Measures and Algorithms 2006 SIGMOD 0.00027518768
936 Framework for Evaluating Clustering Algorithms in Duplicate Detection 2009 VLDB 0.0001521549
1,533 Example-driven Design of Efficient Record Matching Queries 2007 VLDB 0.00011471971
2,589 DogmatiX Tracks down Duplicates in XML 2005 SIGMOD 8.4847146e-05
3,712 MOMA - A Mapping-based Object Matching System 2007 CIDR 6.823134e-05
8,932 Comparative evaluation of entity resolution approaches with FEVER 2009 VLDB 4.427232e-05
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