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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
5572
Venue
SIGMOD
Year
2018
Pagerank
0.00028441466
Overall Rank
300 | 97.92%
DOI
10.1145/3183713.3196926

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 35 of 85 citing papers.

Rank Citing Paper Year Venue Pagerank
8,736 Unveiling Challenges for LLMs in Enterprise Data Engineering 2026 VLDB 4.456315e-05
8,908 Deep Active Alignment of Knowledge Graph Entities and Schemata 2023 SIGMOD 4.427232e-05
8,911 PromptEM: Prompt-tuning for Low-resource Generalized Entity Matching 2023 VLDB 4.427232e-05
8,958 FlexER: Flexible Entity Resolution for Multiple Intents 2023 SIGMOD 4.4210635e-05
9,235 ThriftLLM: On Cost-Effective Selection of Large Language Models for Classification Queries 2025 VLDB 4.3690661e-05
9,251 Joint Open Knowledge Base Canonicalization and Linking 2021 SIGMOD 4.3690661e-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
9,434 Rock: Cleaning Data by Embedding ML in Logic Rules 2024 SIGMOD 4.3430376e-05
9,438 Bootleg: Chasing the Tail with Self-Supervised Named Entity Disambiguation 2021 CIDR 4.3425082e-05
9,460 The Battleship Approach to the Low Resource Entity Matching Problem 2023 SIGMOD 4.3366491e-05
9,461 BrewER: Entity Resolution On-Demand 2023 VLDB 4.3366491e-05
9,487 Making It Tractable to Catch Duplicates and Conflicts in Graphs 2023 SIGMOD 4.3341665e-05
9,683 Hierarchical Entity Resolution using an Oracle 2022 SIGMOD 4.3047774e-05
9,777 Data Augmentation for ML-driven Data Preparation and Integration 2021 VLDB 4.2856106e-05
9,846 HyperBlocker: Accelerating Rule-based Blocking in Entity Resolution using GPUs 2025 VLDB 4.2721228e-05
9,855 Progressive Entity Matching: A Design Space Exploration 2025 SIGMOD 4.269353e-05
9,896 Towards Interpretable and Learnable Risk Analysis for Entity Resolution 2020 SIGMOD 4.2600049e-05
10,022 In-context Clustering-based Entity Resolution with Large Language Models: A Design Space Exploration 2026 SIGMOD 4.1945683e-05
10,040 3dSAGER: Geospatial Entity Resolution over 3D Objects 2026 SIGMOD 4.1945683e-05
10,091 LLM-Powered Interactive Graph Search: A Scalable and Practical Approach 2026 SIGMOD 4.1945683e-05
10,268 OpenSQL: Data-Efficient Text-to-SQL for Open-Source LLMs via Synthesized Intermediate Supervision 2026 VLDB 4.1945683e-05
10,486 Rule-Based Graph Cleaning with GPUs on a Single Machine 2025 SIGMOD 4.1945683e-05
10,617 Deduplicated Sampling On-Demand 2025 VLDB 4.1945683e-05
10,624 Evaluating Methods for Efficient Entity Count Estimation 2025 VLDB 4.1945683e-05
10,645 OpenForge: Probabilistic Metadata Integration 2025 VLDB 4.1945683e-05
10,939 Relative Keys: Putting Feature Explanation into Context 2024 SIGMOD 4.1945683e-05
11,047 Blocker and Matcher Can Mutually Benefit: A Co-Learning Framework for Low-Resource Entity Resolution 2024 VLDB 4.1945683e-05
11,054 Enriching Relations with Additional Attributes for ER 2024 VLDB 4.1945683e-05
11,117 FairEM360: A Suite for Responsible Entity Matching 2024 VLDB 4.1945683e-05
11,206 When Automatic Filtering Comes to the Rescue: Pre-Computing Company Competitor Pairs in Owler 2023 SIGMOD 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
11,400 CERTEM: Explaining and Debugging Black-box Entity Resolution Systems with CERTA 2022 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 11 of 11 cited papers.

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

Rank Cited Paper Year Venue Pagerank
254 Snorkel: Rapid Training Data Creation with Weak Supervision 2018 VLDB 0.00030540555
263 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00029862413
319 Evaluation of entity resolution approaches on real-world match problems 2010 VLDB 0.00027781866
489 Data Curation at Scale: The Data Tamer System 2013 CIDR 0.00022030728
643 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018754451
702 Reasoning about Record Matching Rules 2009 VLDB 0.00017918203
712 Magellan: Toward Building Entity Matching Management Systems 2016 VLDB 0.00017732426
814 Entity Resolution: Theory, Practice & Open Challenges 2012 VLDB 0.00016370594
2,514 Comparative Analysis of Approximate Blocking Techniques for Entity Resolution 2016 VLDB 8.6139012e-05
3,303 Fonduer: Knowledge Base Construction from Richly Formatted Data 2018 SIGMOD 7.2487486e-05
3,861 Generating Concise Entity Matching Rules 2017 SIGMOD 6.6878164e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
3,915 A Benchmarking Study of Embedding-based Entity Alignment for Knowledge Graphs 2020 VLDB 6.6332294e-05
319 Evaluation of entity resolution approaches on real-world match problems 2010 VLDB 0.00027781866
7,052 Pre-trained Embeddings for Entity Resolution: An Experimental Analysis 2023 VLDB 4.8497453e-05
6,711 Analyzing How BERT Performs Entity Matching 2022 VLDB 4.9517546e-05
1,914 Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks 2020 SIGMOD 0.00010109102
6,569 Domain Adaptation for Deep Entity Resolution 2022 SIGMOD 5.0065379e-05
9,409 Ground Truth Inference for Weakly Supervised Entity Matching 2023 SIGMOD 4.3441378e-05
2,767 A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching 2020 SIGMOD 8.1513883e-05
9,460 The Battleship Approach to the Low Resource Entity Matching Problem 2023 SIGMOD 4.3366491e-05
3,640 Deep Learning for Blocking in Entity Matching: A Design Space Exploration 2021 VLDB 6.8891671e-05