Database Paper Browser

Back to papers

Deep Indexed Active Learning for Matching Heterogeneous Entity Representations

Summary: Presents DIAL, an ER method with active learning that jointly learns embeddings to boost blocking recall and matching accuracy. Index-By-Committee with PLM-based blockers and matchers; blocking vs. matching have distinct training aims, improving precision, recall, and speed on five benchmarks. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
12792
Venue
VLDB
Year
2022
Pagerank
5.741974e-05
Overall Rank
5,034 | 65.02%
DOI
10.14778/3485450.3485455

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 6 of 6 citing papers.

Rank Citing Paper Year Venue Pagerank
8,910 Deep Active Alignment of Knowledge Graph Entities and Schemata 2023 SIGMOD 4.4229886e-05
9,462 The Battleship Approach to the Low Resource Entity Matching Problem 2023 SIGMOD 4.3324933e-05
9,854 Progressive Entity Matching: A Design Space Exploration 2025 SIGMOD 4.2652623e-05
9,872 CORAL: Collaborative Automatic Labeling System based on Large Language Models 2024 VLDB 4.2626861e-05
10,040 3dSAGER: Geospatial Entity Resolution over 3D Objects 2026 SIGMOD 4.1905499e-05
10,279 ALER: An Active Learning Hybrid System for Efficient Entity Resolution 2026 VLDB 4.1905499e-05
Previous Page 1 / 1 Next

Outgoing Citations (Sorted by Pagerank)

Showing 17 of 17 cited papers.

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

Rank Cited Paper Year Venue Pagerank
67 The Merge/Purge Problem for Large Databases 1995 SIGMOD 0.00061419648
219 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.00033354456
265 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00029904018
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
507 On Active Learning of Record Matching Packages 2010 SIGMOD 0.00021474096
705 Magellan: Toward Building Entity Matching Management Systems 2016 VLDB 0.00017779048
740 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017358024
2,036 The return of JedAI: End-to-End Entity Resolution for Structured and Semi-Structured Data 2018 VLDB 9.7066333e-05
2,758 A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching 2020 SIGMOD 8.1668285e-05
3,020 Scaling Up Crowd-Sourcing to Very Large Datasets: A Case for Active Learning 2015 VLDB 7.6987905e-05
3,951 BLAST: a Loosely Schema-aware Meta-blocking Approach for Entity Resolution 2016 VLDB 6.5919471e-05
4,112 Waldo: An Adaptive Human Interface for Crowd Entity Resolution 2017 SIGMOD 6.4329055e-05
4,967 Supervised Meta-blocking 2014 VLDB 5.7939544e-05
5,219 Schema-agnostic vs Schema-based Configurations for Blocking Methods on Homogeneous Data 2016 VLDB 5.6196254e-05
7,448 SystemER: A Human-in-the-loop System for Explainable Entity Resolution 2019 VLDB 4.7227377e-05
8,503 Robust Entity Resolution using Random Graphs 2018 SIGMOD 4.4916115e-05
Previous Page 1 / 1 Next

Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
293 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028661817
1,914 Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks 2020 SIGMOD 0.00010111859
6,570 Domain Adaptation for Deep Entity Resolution 2022 SIGMOD 5.0017341e-05
11,050 Blocker and Matcher Can Mutually Benefit: A Co-Learning Framework for Low-Resource Entity Resolution 2024 VLDB 4.1905499e-05
8,910 Deep Active Alignment of Knowledge Graph Entities and Schemata 2023 SIGMOD 4.4229886e-05
6,558 Pre-trained Embeddings for Entity Resolution: An Experimental Analysis 2023 VLDB 5.0060112e-05
2,758 A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching 2020 SIGMOD 8.1668285e-05
9,462 The Battleship Approach to the Low Resource Entity Matching Problem 2023 SIGMOD 4.3324933e-05
740 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017358024
3,469 Deep Learning for Blocking in Entity Matching: A Design Space Exploration 2021 VLDB 7.0629476e-05