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Magellan: Toward Building Entity Matching Management Systems

Summary: Magellan reframes entity matching as an end-to-end EM management system, not just algorithms. It offers step-by-step guides, a Python-based toolchain across the EM pipeline, and an interactive scripting environment, validated by 44 users. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11230
Venue
VLDB
Year
2016
Pagerank
0.00017779048
Overall Rank
705 | 95.11%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 49 of 49 citing papers.

Rank Citing Paper Year Venue Pagerank
219 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.00033354456
293 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028661817
740 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017358024
2,036 The return of JedAI: End-to-End Entity Resolution for Structured and Semi-Structured Data 2018 VLDB 9.7066333e-05
2,214 Data Integration: After the Teenage Years 2017 PODS 9.2796408e-05
2,348 RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation 2021 VLDB 8.9903659e-05
2,758 A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching 2020 SIGMOD 8.1668285e-05
2,759 Complaint-driven Training Data Debugging for Query 2.0 2020 SIGMOD 8.1646193e-05
3,057 ZeroER: Entity Resolution using Zero Labeled Examples 2020 SIGMOD 7.6458287e-05
3,469 Deep Learning for Blocking in Entity Matching: A Design Space Exploration 2021 VLDB 7.0629476e-05
3,765 Ember: No-Code Context Enrichment via Similarity-Based Keyless Joins 2022 VLDB 6.7760748e-05
4,023 Through the Fairness Lens: Experimental Analysis and Evaluation of Entity Matching 2023 VLDB 6.5181292e-05
4,397 Smurf: Self-Service String Matching Using Random Forests 2019 VLDB 6.2142485e-05
4,462 Magellan: Toward Building Entity Matching Management Systems over Data Science Stacks 2016 VLDB 6.1566477e-05
4,837 Entity Resolution with Hierarchical Graph Attention Networks 2022 SIGMOD 5.8835638e-05
4,965 BEER: Blocking for Effective Entity Resolution 2021 SIGMOD 5.7951166e-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
5,203 Pattern Functional Dependencies for Data Cleaning 2020 VLDB 5.628087e-05
5,214 Dual-Objective Fine-Tuning of BERT for Entity Matching 2021 VLDB 5.6236713e-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
6,067 APEx: Accuracy-Aware Differentially Private Data Exploration 2019 SIGMOD 5.2241487e-05
6,552 How do Categorical Duplicates Affect ML? A New Benchmark and Empirical Analyses 2024 VLDB 5.0109216e-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
7,448 SystemER: A Human-in-the-loop System for Explainable Entity Resolution 2019 VLDB 4.7227377e-05
7,580 Human-in-the-loop Outlier Detection 2020 SIGMOD 4.7023767e-05
7,667 Human-in-the-loop Data Integration 2017 VLDB 4.6791871e-05
7,992 Data Civilizer 2.0: A Holistic Framework for Data Preparation and Analytics 2019 VLDB 4.6082565e-05
8,094 FlexER: Flexible Entity Resolution for Multiple Intents 2023 SIGMOD 4.5840579e-05
8,427 A Critical Re-evaluation of Neural Methods for Entity Alignment 2022 VLDB 4.5095639e-05
9,224 VisClean: Interactive Cleaning for Progressive Visualization 2020 VLDB 4.3657563e-05
9,240 ThriftLLM: On Cost-Effective Selection of Large Language Models for Classification Queries 2025 VLDB 4.3648789e-05
9,415 Ground Truth Inference for Weakly Supervised Entity Matching 2023 SIGMOD 4.3399748e-05
9,439 Rock: Cleaning Data by Embedding ML in Logic Rules 2024 SIGMOD 4.3389137e-05
9,462 The Battleship Approach to the Low Resource Entity Matching Problem 2023 SIGMOD 4.3324933e-05
9,463 BrewER: Entity Resolution On-Demand 2023 VLDB 4.3324933e-05
9,831 Balance-Aware Distributed String Similarity-Based Query Processing System 2019 VLDB 4.2710095e-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
10,625 Deduplicated Sampling On-Demand 2025 VLDB 4.1905499e-05
11,120 FairEM360: A Suite for Responsible Entity Matching 2024 VLDB 4.1905499e-05
11,186 Matching Roles from Temporal Data 2023 SIGMOD 4.1905499e-05
11,335 LACE: A Logical Approach to Collective Entity Resolution 2022 PODS 4.1905499e-05
11,390 Frost: A Platform for Benchmarking and Exploring Data Matching Results 2022 VLDB 4.1905499e-05
11,441 New Algorithms for Monotone Classification 2021 PODS 4.1905499e-05
11,747 CloudMatcher: A Hands-Off Cloud/Crowd Service for Entity Matching 2018 VLDB 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

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

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