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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
5959
Venue
SIGMOD
Year
2020
Pagerank
7.6458287e-05
Overall Rank
3,057 | 78.76%
DOI
10.1145/3318464.3389743

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 23 of 23 citing papers.

Rank Citing Paper Year Venue Pagerank
2,348 RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation 2021 VLDB 8.9903659e-05
2,845 VolcanoML: Speeding up End-to-End AutoML via Scalable Search Space Decomposition 2021 VLDB 8.0301674e-05
3,397 Automatic Data Repair: Are We Ready to Deploy? 2024 VLDB 7.1386386e-05
3,469 Deep Learning for Blocking in Entity Matching: A Design Space Exploration 2021 VLDB 7.0629476e-05
5,096 Auto-Transform: Learning-to-Transform by Patterns 2020 VLDB 5.6960764e-05
5,388 Auto-FuzzyJoin: Auto-Program Fuzzy Similarity Joins Without Labeled Examples 2021 SIGMOD 5.5342724e-05
5,872 Demonstration of Panda: A Weakly Supervised Entity Matching System 2021 VLDB 5.2908178e-05
6,552 How do Categorical Duplicates Affect ML? A New Benchmark and Empirical Analyses 2024 VLDB 5.0109216e-05
6,558 Pre-trained Embeddings for Entity Resolution: An Experimental Analysis 2023 VLDB 5.0060112e-05
6,897 TableDC: Deep Clustering for Tabular Data 2025 SIGMOD 4.8878659e-05
7,930 Entity Resolution On-Demand 2022 VLDB 4.6089604e-05
8,183 SHiFT: An Efficient, Flexible Search Engine for Transfer Learning 2023 VLDB 4.5615358e-05
9,196 Hyper-Tune: Towards Efficient Hyper-parameter Tuning at Scale 2022 VLDB 4.3723457e-05
9,362 Discovering Top-k Rules using Subjective and Objective Criteria 2023 SIGMOD 4.3472627e-05
9,415 Ground Truth Inference for Weakly Supervised Entity Matching 2023 SIGMOD 4.3399748e-05
9,462 The Battleship Approach to the Low Resource Entity Matching Problem 2023 SIGMOD 4.3324933e-05
10,040 3dSAGER: Geospatial Entity Resolution over 3D Objects 2026 SIGMOD 4.1905499e-05
10,279 ALER: An Active Learning Hybrid System for Efficient Entity Resolution 2026 VLDB 4.1905499e-05
10,632 Evaluating Methods for Efficient Entity Count Estimation 2025 VLDB 4.1905499e-05
11,225 Splitting Tuples of Mismatched Entities 2023 SIGMOD 4.1905499e-05
11,232 VersaMatch: Ontology Matching with Weak Supervision 2023 VLDB 4.1905499e-05
11,344 FILA: Online Auditing of Machine Learning Model Accuracy under Finite Labelling Budget 2022 SIGMOD 4.1905499e-05
11,434 Ease.ML: A Lifecycle Management System for MLDev and MLOps 2021 CIDR 4.1905499e-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 0.00044946098
264 Efficient Exact Set-Similarity Joins 2006 VLDB 0.00029950264
293 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028661817
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
705 Magellan: Toward Building Entity Matching Management Systems 2016 VLDB 0.00017779048
740 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017358024
799 Entity Resolution: Theory, Practice & Open Challenges 2012 VLDB 0.00016479804
1,408 Entity Resolution with Iterative Blocking 2009 SIGMOD 0.00012162791
1,530 Example-driven Design of Efficient Record Matching Queries 2007 VLDB 0.00011483613
2,449 Comparative Analysis of Approximate Blocking Techniques for Entity Resolution 2016 VLDB 8.7909961e-05
2,453 Data Fusion – Resolving Data Conflicts for Integration 2009 VLDB 8.7815427e-05
3,258 Benchmarking Declarative Approximate Selection Predicates 2007 SIGMOD 7.3129307e-05
4,596 Data Integration and Machine Learning: A Natural Synergy 2018 SIGMOD 6.0540725e-05
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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
318 Evaluation of entity resolution approaches on real-world match problems 2010 VLDB 0.00027850417
9,683 Hierarchical Entity Resolution using an Oracle 2022 SIGMOD 4.3006524e-05
9,415 Ground Truth Inference for Weakly Supervised Entity Matching 2023 SIGMOD 4.3399748e-05
11,050 Blocker and Matcher Can Mutually Benefit: A Co-Learning Framework for Low-Resource Entity Resolution 2024 VLDB 4.1905499e-05
6,570 Domain Adaptation for Deep Entity Resolution 2022 SIGMOD 5.0017341e-05
11,018 ZeroEA: A Zero-Training Entity Alignment Framework via Pre-Trained Language Model 2024 VLDB 4.1905499e-05
8,503 Robust Entity Resolution using Random Graphs 2018 SIGMOD 4.4916115e-05
5,789 Exploiting Context Analysis for Combining Multiple Entity Resolution Systems 2009 SIGMOD 5.3248395e-05