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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
13073
Venue
VLDB
Year
2023
Pagerank
4.8497453e-05
Overall Rank
7,052 | 50.95%
DOI
10.14778/3598581.3598594

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 5 of 5 citing papers.

Rank Citing Paper Year Venue Pagerank
6,894 TableDC: Deep Clustering for Tabular Data 2025 SIGMOD 4.8925595e-05
8,852 Watchog: A Light-weight Contrastive Learning based Framework for Column Annotation 2023 SIGMOD 4.4356508e-05
9,855 Progressive Entity Matching: A Design Space Exploration 2025 SIGMOD 4.269353e-05
9,984 Towards Scalable Visual Data Wrangling via Direct Manipulation 2026 CIDR 4.1945683e-05
11,063 Searching Data Lakes for Nested and Joined Data 2024 VLDB 4.1945683e-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
221 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.00033121824
300 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028441466
319 Evaluation of entity resolution approaches on real-world match problems 2010 VLDB 0.00027781866
398 Big Data Integration 2013 VLDB 0.00024372588
754 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017117211
814 Entity Resolution: Theory, Practice & Open Challenges 2012 VLDB 0.00016370594
2,514 Comparative Analysis of Approximate Blocking Techniques for Entity Resolution 2016 VLDB 8.6139012e-05
3,140 ZeroER: Entity Resolution using Zero Labeled Examples 2020 SIGMOD 7.4841763e-05
3,640 Deep Learning for Blocking in Entity Matching: A Design Space Exploration 2021 VLDB 6.8891671e-05
4,934 From BERT to GPT-3 Codex: Harnessing the Potential of Very Large Language Models for Data Management 2022 VLDB 5.8198826e-05
5,228 Schema-agnostic vs Schema-based Configurations for Blocking Methods on Homogeneous Data 2016 VLDB 5.6158315e-05
5,533 Dual-Objective Fine-Tuning of BERT for Entity Matching 2021 VLDB 5.4544359e-05
6,711 Analyzing How BERT Performs Entity Matching 2022 VLDB 4.9517546e-05
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Overall Rank Paper Year Venue Pagerank
221 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.00033121824
5,282 Deep Indexed Active Learning for Matching Heterogeneous Entity Representations 2022 VLDB 5.5864206e-05
2,514 Comparative Analysis of Approximate Blocking Techniques for Entity Resolution 2016 VLDB 8.6139012e-05
5,798 Exploiting Context Analysis for Combining Multiple Entity Resolution Systems 2009 SIGMOD 5.3231654e-05
10,022 In-context Clustering-based Entity Resolution with Large Language Models: A Design Space Exploration 2026 SIGMOD 4.1945683e-05
3,915 A Benchmarking Study of Embedding-based Entity Alignment for Knowledge Graphs 2020 VLDB 6.6332294e-05
300 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028441466
3,640 Deep Learning for Blocking in Entity Matching: A Design Space Exploration 2021 VLDB 6.8891671e-05
754 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017117211
6,711 Analyzing How BERT Performs Entity Matching 2022 VLDB 4.9517546e-05