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A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching

Summary: Unifies active learning for Entity Matching into a benchmark framework to compose learning and selection strategies. On public EM data, active learning with fewer labels can match or beat supervised results; optimizations boost F1 ~9% and cut latency up to 10x. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5872
Venue
SIGMOD
Year
2020
Pagerank
8.5486912e-05
Overall Rank
2,463 | 83.11%
DOI
10.1145/3318464.3380597

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{meduri_sigmod20,
        title = {{A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching}},
        author = {Meduri, Vamsi and Popa, Lucian and Sen, Prithviraj and Sarwat, Mohamed},
        series = {{SIGMOD} '20},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3318464.3380597},
        url = {https://dl.acm.org/doi/10.1145/3318464.3380597},
        year = {2020}
}

Incoming Citations (Sorted by Pagerank)

Showing 15 of 15 citing papers.

Rank Citing Paper Year Venue Pagerank
141 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.0002964847
4,590 Entity Resolution with Hierarchical Graph Attention Networks 2022 SIGMOD 6.6150054e-05
4,824 Deep Indexed Active Learning for Matching Heterogeneous Entity Representations 2022 VLDB 6.4914944e-05
4,966 Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond 2021 SIGMOD 6.4225454e-05
6,928 How do Categorical Duplicates Affect ML? A New Benchmark and Empirical Analyses 2024 VLDB 5.7370426e-05
7,092 FlexER: Flexible Entity Resolution for Multiple Intents 2023 SIGMOD 5.705818e-05
9,381 Deduplicated Sampling On-Demand 2025 VLDB 5.2755515e-05
9,610 The Battleship Approach to the Low Resource Entity Matching Problem 2023 SIGMOD 5.2460348e-05
9,930 Data Augmentation for ML-driven Data Preparation and Integration 2021 VLDB 5.1955087e-05
9,992 Progressive Entity Matching: A Design Space Exploration 2025 SIGMOD 5.1815618e-05
10,318 In-context Clustering-based Entity Resolution with Large Language Models: A Design Space Exploration 2026 SIGMOD 5.093636e-05
11,424 Splitting Tuples of Mismatched Entities 2023 SIGMOD 5.093636e-05
11,430 VersaMatch: Ontology Matching with Weak Supervision 2023 VLDB 5.093636e-05
11,540 FILA: Online Auditing of Machine Learning Model Accuracy under Finite Labelling Budget 2022 SIGMOD 5.093636e-05
11,636 New Algorithms for Monotone Classification 2021 PODS 5.093636e-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
176 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00027191081
196 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00025780596
248 Evaluation of entity resolution approaches on real-world match problems 2010 VLDB 0.00023278354
439 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018464913
528 On Active Learning of Record Matching Packages 2010 SIGMOD 0.00017100838
529 Magellan: Toward Building Entity Matching Management Systems 2016 VLDB 0.00017096361
852 Leveraging Transitive Relations for Crowdsourced Joins 2013 SIGMOD 0.00013604253
933 Question Selection for Crowd Entity Resolution 2013 VLDB 0.00013111293
1,443 Crowdsourcing Algorithms for Entity Resolution 2014 VLDB 0.00010773106
1,465 Synthesizing Entity Matching Rules by Examples 2018 VLDB 0.00010689571
1,643 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 0.00010134956
2,626 Scaling Up Crowd-Sourcing to Very Large Datasets: A Case for Active Learning 2015 VLDB 8.3291889e-05
3,496 Waldo: An Adaptive Human Interface for Crowd Entity Resolution 2017 SIGMOD 7.3634471e-05
3,983 Crowd-Based Deduplication: An Adaptive Approach 2015 SIGMOD 6.9739851e-05
4,538 Cost-Effective Crowdsourced Entity Resolution: A Partial-Order Approach 2016 SIGMOD 6.6404776e-05
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