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FlexER: Flexible Entity Resolution for Multiple Intents

Summary: MIER extends ER to multiple intents, enabling downstream interpretations beyond a single view. FlexER builds a multiplex intent-based pair graph and uses a GNN for multi-label resolution; introduces a large-scale benchmark (plus two standard benchmarks) and beats universal ER SOTA. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6546
Venue
SIGMOD
Year
2023
Pagerank
4.5840579e-05
Overall Rank
8,094 | 43.75%
DOI
10.1145/3588722

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Showing 18 of 18 cited papers.

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

Rank Cited 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
705 Magellan: Toward Building Entity Matching Management Systems 2016 VLDB 0.00017779048
718 Data Integration with Uncertainty 2007 VLDB 0.00017558942
740 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017358024
799 Entity Resolution: Theory, Practice & Open Challenges 2012 VLDB 0.00016479804
1,338 Entity Matching: How Similar Is Similar 2011 VLDB 0.00012501156
1,821 Synthesizing Entity Matching Rules by Examples 2018 VLDB 0.00010406856
1,914 Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks 2020 SIGMOD 0.00010111859
2,449 Comparative Analysis of Approximate Blocking Techniques for Entity Resolution 2016 VLDB 8.7909961e-05
2,758 A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching 2020 SIGMOD 8.1668285e-05
3,469 Deep Learning for Blocking in Entity Matching: A Design Space Exploration 2021 VLDB 7.0629476e-05
3,626 On-the-Fly Entity-Aware Query Processing in the Presence of Linkage 2010 VLDB 6.9003552e-05
5,214 Dual-Objective Fine-Tuning of BERT for Entity Matching 2021 VLDB 5.6236713e-05
5,789 Exploiting Context Analysis for Combining Multiple Entity Resolution Systems 2009 SIGMOD 5.3248395e-05
5,974 Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond 2021 SIGMOD 5.2458154e-05
7,614 ADnEV: Cross-Domain Schema Matching using Deep Similarity Matrix Adjustment and Evaluation 2020 VLDB 4.6916018e-05
7,955 Multi-Source Uncertain Entity Resolution at Yad Vashem: Transforming Holocaust Victim Reports into People 2016 SIGMOD 4.6089395e-05
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