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Entity Resolution: Theory, Practice & Open Challenges

Summary: A cross-disciplinary survey of Entity Resolution (ER) across databases, ML, NLP, and IR, unifying practical solutions with theoretical underpinnings. It outlines current challenges and open problems, highlighting gaps between practice and theory and guiding future data-management work. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
10463
Venue
VLDB
Year
2012
Pagerank
0.00016479804
Overall Rank
799 | 94.45%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 32 of 32 citing papers.

Rank Citing Paper Year Venue Pagerank
192 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00035692958
293 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028661817
2,449 Comparative Analysis of Approximate Blocking Techniques for Entity Resolution 2016 VLDB 8.7909961e-05
2,728 Keys for Graphs 2015 VLDB 8.2228869e-05
3,057 ZeroER: Entity Resolution using Zero Labeled Examples 2020 SIGMOD 7.6458287e-05
3,526 Distributed Data Deduplication 2016 VLDB 7.0056559e-05
3,716 Saga: A Platform for Continuous Construction and Serving of Knowledge At Scale 2022 SIGMOD 6.8170433e-05
4,101 Online Entity Resolution Using an Oracle 2016 VLDB 6.4462498e-05
4,380 Incremental Record Linkage 2014 VLDB 6.2325868e-05
4,596 Data Integration and Machine Learning: A Natural Synergy 2018 SIGMOD 6.0540725e-05
4,664 PrivateClean: Data Cleaning and Differential Privacy 2016 SIGMOD 6.0058132e-05
5,219 Schema-agnostic vs Schema-based Configurations for Blocking Methods on Homogeneous Data 2016 VLDB 5.6196254e-05
5,974 Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond 2021 SIGMOD 5.2458154e-05
6,295 Your notebook is not crumby enough, REPLace it 2020 CIDR 5.1200006e-05
6,558 Pre-trained Embeddings for Entity Resolution: An Experimental Analysis 2023 VLDB 5.0060112e-05
7,241 Data Integration and Machine Learning: A Natural Synergy 2018 VLDB 4.7867685e-05
7,342 Linking Temporal Records for Profiling Entities 2015 SIGMOD 4.751696e-05
8,094 FlexER: Flexible Entity Resolution for Multiple Intents 2023 SIGMOD 4.5840579e-05
8,158 Deep Transfer Learning for Multi-source Entity Linkage via Domain Adaptation 2022 VLDB 4.5701678e-05
8,503 Robust Entity Resolution using Random Graphs 2018 SIGMOD 4.4916115e-05
9,030 Enabling Rich Queries Over Heterogeneous Data From Diverse Sources In HealthCare 2020 CIDR 4.4001679e-05
9,055 A Data Quality Metric (DQM): How to Estimate the Number of Undetected Errors in Data Sets 2017 VLDB 4.3997447e-05
9,240 ThriftLLM: On Cost-Effective Selection of Large Language Models for Classification Queries 2025 VLDB 4.3648789e-05
9,258 Joint Open Knowledge Base Canonicalization and Linking 2021 SIGMOD 4.3648789e-05
9,415 Ground Truth Inference for Weakly Supervised Entity Matching 2023 SIGMOD 4.3399748e-05
9,683 Hierarchical Entity Resolution using an Oracle 2022 SIGMOD 4.3006524e-05
9,854 Progressive Entity Matching: A Design Space Exploration 2025 SIGMOD 4.2652623e-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
10,040 3dSAGER: Geospatial Entity Resolution over 3D Objects 2026 SIGMOD 4.1905499e-05
11,914 Knowledge Curation and Knowledge Fusion: Challenges, Models, and Applications 2015 SIGMOD 4.1905499e-05
12,014 YZStack: Provisioning Customizable Solution for Big Data 2014 VLDB 4.1905499e-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 0.00061419648
155 Robust and Efficient Fuzzy Match for Online Data Cleaning 2003 SIGMOD 0.00040666376
228 Reference Reconciliation in Complex Information Spaces 2005 SIGMOD 0.00032266415
318 Evaluation of entity resolution approaches on real-world match problems 2010 VLDB 0.00027850417
321 Record Linkage: Similarity Measures and Algorithms 2006 SIGMOD 0.00027524716
507 On Active Learning of Record Matching Packages 2010 SIGMOD 0.00021474096
1,408 Entity Resolution with Iterative Blocking 2009 SIGMOD 0.00012162791
3,177 Evaluating Entity Resolution Results 2010 VLDB 7.4367336e-05
3,570 Large-Scale Collective Entity Matching 2011 VLDB 6.9563715e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
1,842 Crowdsourcing Algorithms for Entity Resolution 2014 VLDB 0.00010342022
6,570 Domain Adaptation for Deep Entity Resolution 2022 SIGMOD 5.0017341e-05
4,101 Online Entity Resolution Using an Oracle 2016 VLDB 6.4462498e-05
10,022 In-context Clustering-based Entity Resolution with Large Language Models: A Design Space Exploration 2026 SIGMOD 4.1905499e-05
3,057 ZeroER: Entity Resolution using Zero Labeled Examples 2020 SIGMOD 7.6458287e-05
8,503 Robust Entity Resolution using Random Graphs 2018 SIGMOD 4.4916115e-05
3,535 Entity Resolution with Evolving Rules 2010 VLDB 6.996132e-05
12,010 Tutorial: Uncertain Entity Resolution — Re-evaluating Entity Resolution in the Big Data Era 2014 VLDB 4.1905499e-05
318 Evaluation of entity resolution approaches on real-world match problems 2010 VLDB 0.00027850417
5,789 Exploiting Context Analysis for Combining Multiple Entity Resolution Systems 2009 SIGMOD 5.3248395e-05