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Pre-trained Embeddings for Entity Resolution: An Experimental Analysis

Summary: Thorough empirical study of 12 pre-trained embeddings (fastText, BERT variants) on 17 ER benchmarks, measuring vectorization cost, blocking scalability vs a SOTA deep blocker, and supervised/unsupervised matching performance. Provides actionable insights on encoding vs accuracy trade-offs. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13074
Venue
VLDB
Year
2023
Pagerank
5.0060112e-05
Overall Rank
6,558 | 54.43%
DOI
10.14778/3598581.3598594

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 6 of 6 citing papers.

Rank Citing Paper Year Venue Pagerank
6,897 TableDC: Deep Clustering for Tabular Data 2025 SIGMOD 4.8878659e-05
8,852 Watchog: A Light-weight Contrastive Learning based Framework for Column Annotation 2023 SIGMOD 4.4313992e-05
9,854 Progressive Entity Matching: A Design Space Exploration 2025 SIGMOD 4.2652623e-05
9,983 Towards Scalable Visual Data Wrangling via Direct Manipulation 2026 CIDR 4.1905499e-05
10,279 ALER: An Active Learning Hybrid System for Efficient Entity Resolution 2026 VLDB 4.1905499e-05
11,066 Searching Data Lakes for Nested and Joined Data 2024 VLDB 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 13 of 13 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
318 Evaluation of entity resolution approaches on real-world match problems 2010 VLDB 0.00027850417
394 Big Data Integration 2013 VLDB 0.0002447017
740 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017358024
799 Entity Resolution: Theory, Practice & Open Challenges 2012 VLDB 0.00016479804
2,449 Comparative Analysis of Approximate Blocking Techniques for Entity Resolution 2016 VLDB 8.7909961e-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
4,916 From BERT to GPT-3 Codex: Harnessing the Potential of Very Large Language Models for Data Management 2022 VLDB 5.827729e-05
5,214 Dual-Objective Fine-Tuning of BERT for Entity Matching 2021 VLDB 5.6236713e-05
5,219 Schema-agnostic vs Schema-based Configurations for Blocking Methods on Homogeneous Data 2016 VLDB 5.6196254e-05
6,696 Analyzing How BERT Performs Entity Matching 2022 VLDB 4.9542861e-05
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Overall Rank Paper Year Venue Pagerank
219 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.00033354456
5,034 Deep Indexed Active Learning for Matching Heterogeneous Entity Representations 2022 VLDB 5.741974e-05
2,449 Comparative Analysis of Approximate Blocking Techniques for Entity Resolution 2016 VLDB 8.7909961e-05
5,789 Exploiting Context Analysis for Combining Multiple Entity Resolution Systems 2009 SIGMOD 5.3248395e-05
10,022 In-context Clustering-based Entity Resolution with Large Language Models: A Design Space Exploration 2026 SIGMOD 4.1905499e-05
3,917 A Benchmarking Study of Embedding-based Entity Alignment for Knowledge Graphs 2020 VLDB 6.6268463e-05
293 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028661817
3,469 Deep Learning for Blocking in Entity Matching: A Design Space Exploration 2021 VLDB 7.0629476e-05
740 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017358024
6,696 Analyzing How BERT Performs Entity Matching 2022 VLDB 4.9542861e-05