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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
14318
Venue
VLDB
Year
2026
Pagerank
4.1905499e-05
Overall Rank
10,279 | 28.57%
DOI
10.14778/3811243.3811251

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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
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
2,449 Comparative Analysis of Approximate Blocking Techniques for Entity Resolution 2016 VLDB 8.7909961e-05
3,020 Scaling Up Crowd-Sourcing to Very Large Datasets: A Case for Active Learning 2015 VLDB 7.6987905e-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
5,034 Deep Indexed Active Learning for Matching Heterogeneous Entity Representations 2022 VLDB 5.741974e-05
5,214 Dual-Objective Fine-Tuning of BERT for Entity Matching 2021 VLDB 5.6236713e-05
6,558 Pre-trained Embeddings for Entity Resolution: An Experimental Analysis 2023 VLDB 5.0060112e-05
7,135 Sparkly: A Simple yet Surprisingly Strong TF/IDF Blocker for Entity Matching 2023 VLDB 4.8171662e-05
8,094 FlexER: Flexible Entity Resolution for Multiple Intents 2023 SIGMOD 4.5840579e-05
11,251 A Randomized Blocking Structure for Streaming Record Linkage 2023 VLDB 4.1905499e-05
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10,022 In-context Clustering-based Entity Resolution with Large Language Models: A Design Space Exploration 2026 SIGMOD 4.1905499e-05
2,758 A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching 2020 SIGMOD 8.1668285e-05
6,570 Domain Adaptation for Deep Entity Resolution 2022 SIGMOD 5.0017341e-05
5,789 Exploiting Context Analysis for Combining Multiple Entity Resolution Systems 2009 SIGMOD 5.3248395e-05
740 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017358024
3,057 ZeroER: Entity Resolution using Zero Labeled Examples 2020 SIGMOD 7.6458287e-05
11,050 Blocker and Matcher Can Mutually Benefit: A Co-Learning Framework for Low-Resource Entity Resolution 2024 VLDB 4.1905499e-05
7,448 SystemER: A Human-in-the-loop System for Explainable Entity Resolution 2019 VLDB 4.7227377e-05
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