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ALER: An Active Learning Hybrid System for Efficient Entity Resolution

Summary: ALER combines frozen bi-encoder embeddings, lightweight classifier training, sample/K-Means partitioning, and hybrid confident/confused querying for scalable active-learning ER. It avoids iterative deep-model retraining and NP-hard selection, reducing resolution latency 3.8×. (summarized by gpt-5.6-luna on Jul 09 2026)

Paper ID
h796ce1568cf06e6e
Venue
VLDB
Year
2026
Pagerank
4.9793485e-05
Overall Rank
10,748 | 27.74%
DOI
10.14778/3811243.3811251

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Authors

BibTeX Citation

@article{karapiperis_vldb26,
        title = {{ALER: An Active Learning Hybrid System for Efficient Entity Resolution}},
        author = {Karapiperis, Dimitrios and Akritidis, Leonidas and Bozanis, Panayiotis and Verykios, Vassilios S.},
        journal = {PVLDB},
        series = {{VLDB} '26},
        volume = {19},
        number = {8},
        pages = {1782--1790},
        doi = {10.14778/3811243.3811251},
        url = {https://doi.org/10.14778/3811243.3811251},
        year = {2026}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 14 of 14 cited papers.

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

Rank Cited Paper Year Venue Pagerank
134 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.00030043481
158 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028046388
457 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017907103
2,110 Comparative Analysis of Approximate Blocking Techniques for Entity Resolution 2016 VLDB 9.0233278e-05
2,323 ZeroER: Entity Resolution using Zero Labeled Examples 2020 SIGMOD 8.6348884e-05
2,514 Deep Learning for Blocking in Entity Matching: A Design Space Exploration 2021 VLDB 8.3648432e-05
2,642 Scaling Up Crowd-Sourcing to Very Large Datasets: A Case for Active Learning 2015 VLDB 8.1778168e-05
3,521 Ember: No-Code Context Enrichment via Similarity-Based Keyless Joins 2022 VLDB 7.2351481e-05
4,033 Dual-Objective Fine-Tuning of BERT for Entity Matching 2021 VLDB 6.8394738e-05
4,939 Deep Indexed Active Learning for Matching Heterogeneous Entity Representations 2022 VLDB 6.3458427e-05
5,540 Pre-trained Embeddings for Entity Resolution: An Experimental Analysis 2023 VLDB 6.0907591e-05
6,300 Sparkly: A Simple yet Surprisingly Strong TF/IDF Blocker for Entity Matching 2023 VLDB 5.8189161e-05
7,181 FlexER: Flexible Entity Resolution for Multiple Intents 2023 SIGMOD 5.5923113e-05
11,761 A Randomized Blocking Structure for Streaming Record Linkage 2023 VLDB 4.9793485e-05
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