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ZeroER: Entity Resolution using Zero Labeled Examples

Summary: ZeroER uses zero-labeled data for ER with a Gaussian Mixture Model separating match vs. unmatch. It adds adaptive regularization and a transitivity-informed generative model, yielding strong unsupervised results close to supervised on five ER benchmarks. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5958
Venue
SIGMOD
Year
2020
Pagerank
7.4841763e-05
Overall Rank
3,140 | 78.16%
DOI
10.1145/3318464.3389743

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 22 of 22 citing papers.

Rank Citing Paper Year Venue Pagerank
2,349 RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation 2021 VLDB 8.9876423e-05
2,839 VolcanoML: Speeding up End-to-End AutoML via Scalable Search Space Decomposition 2021 VLDB 8.0378978e-05
3,396 Automatic Data Repair: Are We Ready to Deploy? 2024 VLDB 7.1455126e-05
3,640 Deep Learning for Blocking in Entity Matching: A Design Space Exploration 2021 VLDB 6.8891671e-05
5,096 Auto-Transform: Learning-to-Transform by Patterns 2020 VLDB 5.7011825e-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
6,553 How do Categorical Duplicates Affect ML? A New Benchmark and Empirical Analyses 2024 VLDB 5.0157344e-05
6,894 TableDC: Deep Clustering for Tabular Data 2025 SIGMOD 4.8925595e-05
7,052 Pre-trained Embeddings for Entity Resolution: An Experimental Analysis 2023 VLDB 4.8497453e-05
8,008 Entity Resolution On-Demand 2022 VLDB 4.6067684e-05
8,182 SHiFT: An Efficient, Flexible Search Engine for Transfer Learning 2023 VLDB 4.5659133e-05
9,192 Hyper-Tune: Towards Efficient Hyper-parameter Tuning at Scale 2022 VLDB 4.3765131e-05
9,355 Discovering Top-k Rules using Subjective and Objective Criteria 2023 SIGMOD 4.3514328e-05
9,409 Ground Truth Inference for Weakly Supervised Entity Matching 2023 SIGMOD 4.3441378e-05
9,460 The Battleship Approach to the Low Resource Entity Matching Problem 2023 SIGMOD 4.3366491e-05
10,040 3dSAGER: Geospatial Entity Resolution over 3D Objects 2026 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
11,230 VersaMatch: Ontology Matching with Weak Supervision 2023 VLDB 4.1945683e-05
11,342 FILA: Online Auditing of Machine Learning Model Accuracy under Finite Labelling Budget 2022 SIGMOD 4.1945683e-05
11,431 Ease.ML: A Lifecycle Management System for MLDev and MLOps 2021 CIDR 4.1945683e-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
125 Approximate String Joins in a Database (Almost) for Free 2001 VLDB 0.00044847972
266 Efficient Exact Set-Similarity Joins 2006 VLDB 0.00029718727
300 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028441466
319 Evaluation of entity resolution approaches on real-world match problems 2010 VLDB 0.00027781866
322 Record Linkage: Similarity Measures and Algorithms 2006 SIGMOD 0.00027518768
509 On Active Learning of Record Matching Packages 2010 SIGMOD 0.00021409518
712 Magellan: Toward Building Entity Matching Management Systems 2016 VLDB 0.00017732426
754 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017117211
814 Entity Resolution: Theory, Practice & Open Challenges 2012 VLDB 0.00016370594
1,410 Entity Resolution with Iterative Blocking 2009 SIGMOD 0.00012127555
1,533 Example-driven Design of Efficient Record Matching Queries 2007 VLDB 0.00011471971
2,452 Data Fusion – Resolving Data Conflicts for Integration 2009 VLDB 8.7839322e-05
2,514 Comparative Analysis of Approximate Blocking Techniques for Entity Resolution 2016 VLDB 8.6139012e-05
3,267 Benchmarking Declarative Approximate Selection Predicates 2007 SIGMOD 7.3058429e-05
4,607 Data Integration and Machine Learning: A Natural Synergy 2018 SIGMOD 6.0538827e-05
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9,896 Towards Interpretable and Learnable Risk Analysis for Entity Resolution 2020 SIGMOD 4.2600049e-05
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9,683 Hierarchical Entity Resolution using an Oracle 2022 SIGMOD 4.3047774e-05
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8,585 Robust Entity Resolution using Random Graphs 2018 SIGMOD 4.4905755e-05
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