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Deep Learning for Entity Matching: A Design Space Exploration

Summary: Explores deep learning for entity matching, defines a DL design space (SIF, RNN, Attention, Hybrid), and maps NLP-style methods to EM. Empirically, DL lags on structured EM vs Magellan but excels on textual and dirty EM, guiding DL use for noisy data and outlining directions. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5573
Venue
SIGMOD
Year
2018
Pagerank
0.00028661817
Overall Rank
293 | 97.97%
DOI
10.1145/3183713.3196926

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 50 of 86 citing papers.

Rank Citing Paper Year Venue Pagerank
219 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.00033354456
329 Neo: A Learned Query Optimizer 2019 VLDB 0.00027301488
516 Can Foundation Models Wrangle Your Data? 2023 VLDB 0.00021194444
740 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017358024
876 Plan-Structured Deep Neural Network Models for Query Performance Prediction 2019 VLDB 0.00015660534
1,914 Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks 2020 SIGMOD 0.00010111859
2,025 From Natural Language Processing to Neural Databases 2021 VLDB 9.7477788e-05
2,348 RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation 2021 VLDB 8.9903659e-05
2,585 Table-GPT: Table Fine-tuned GPT for Diverse Table Tasks 2024 SIGMOD 8.4909917e-05
2,758 A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching 2020 SIGMOD 8.1668285e-05
3,057 ZeroER: Entity Resolution using Zero Labeled Examples 2020 SIGMOD 7.6458287e-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
3,658 Towards a Hands-Free Query Optimizer through Deep Learning 2019 CIDR 6.8700949e-05
3,716 Saga: A Platform for Continuous Construction and Serving of Knowledge At Scale 2022 SIGMOD 6.8170433e-05
3,765 Ember: No-Code Context Enrichment via Similarity-Based Keyless Joins 2022 VLDB 6.7760748e-05
3,917 A Benchmarking Study of Embedding-based Entity Alignment for Knowledge Graphs 2020 VLDB 6.6268463e-05
4,023 Through the Fairness Lens: Experimental Analysis and Evaluation of Entity Matching 2023 VLDB 6.5181292e-05
4,211 Unicorn: A Unified Multi-tasking Model for Supporting Matching Tasks in Data Integration 2023 SIGMOD 6.3495931e-05
4,273 Similarity Query Processing for High-Dimensional Data 2020 VLDB 6.2932217e-05
4,354 LargeEA: Aligning Entities for Large-scale Knowledge Graphs 2022 VLDB 6.2534656e-05
4,592 Auto-WLM: Machine Learning Enhanced Workload Management in Amazon Redshift 2023 SIGMOD 6.056004e-05
4,701 Medical Entity Disambiguation Using Graph Neural Networks 2021 SIGMOD 5.9797526e-05
4,837 Entity Resolution with Hierarchical Graph Attention Networks 2022 SIGMOD 5.8835638e-05
5,022 Towards Distribution-aware Query Answering in Data Markets 2022 VLDB 5.7479778e-05
5,034 Deep Indexed Active Learning for Matching Heterogeneous Entity Representations 2022 VLDB 5.741974e-05
5,089 TCUDB: Accelerating Database with Tensor Processors 2022 SIGMOD 5.7017353e-05
5,214 Dual-Objective Fine-Tuning of BERT for Entity Matching 2021 VLDB 5.6236713e-05
5,289 LearnedSQLGen: Constraint-aware SQL Generation using Reinforcement Learning 2022 SIGMOD 5.5790771e-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
5,974 Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond 2021 SIGMOD 5.2458154e-05
6,047 MDedup: Duplicate Detection with Matching Dependencies 2020 VLDB 5.2355891e-05
6,225 Managing ML Pipelines: Feature Stores and the Coming Wave of Embedding Ecosystems 2021 VLDB 5.1425119e-05
6,404 Explaining Link Prediction Systems based on Knowledge Graph Embeddings 2022 SIGMOD 5.0714769e-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
6,570 Domain Adaptation for Deep Entity Resolution 2022 SIGMOD 5.0017341e-05
6,691 Parallel Discrepancy Detection and Incremental Detection 2021 VLDB 4.9573939e-05
6,696 Analyzing How BERT Performs Entity Matching 2022 VLDB 4.9542861e-05
6,750 Entity Matching Meets Data Science: A Progress Report from the Magellan Project 2019 SIGMOD 4.936137e-05
7,135 Sparkly: A Simple yet Surprisingly Strong TF/IDF Blocker for Entity Matching 2023 VLDB 4.8171662e-05
7,187 Certus: An Effective Entity Resolution Approach with Graph Differential Dependencies (GDDs) 2019 VLDB 4.8020046e-05
7,241 Data Integration and Machine Learning: A Natural Synergy 2018 VLDB 4.7867685e-05
7,614 ADnEV: Cross-Domain Schema Matching using Deep Similarity Matrix Adjustment and Evaluation 2020 VLDB 4.6916018e-05
7,930 Entity Resolution On-Demand 2022 VLDB 4.6089604e-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
8,340 Deep Learning: Systems and Responsibility 2021 SIGMOD 4.5381546e-05
8,401 DADER: Hands-Off Entity Resolution with Domain Adaptation 2022 VLDB 4.5176737e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 11 of 11 cited papers.

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