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: 12791
Venue: VLDB
Year: 2022
Pagerank: 5.5864206e-05
Overall Rank: 5,282 | 63.26%
DOI: 10.14778/3485450.3485455

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 5 of 5 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
8,908	Deep Active Alignment of Knowledge Graph Entities and Schemata	2023	SIGMOD	4.427232e-05
9,460	The Battleship Approach to the Low Resource Entity Matching Problem	2023	SIGMOD	4.3366491e-05
9,855	Progressive Entity Matching: A Design Space Exploration	2025	SIGMOD	4.269353e-05
9,873	CORAL: Collaborative Automatic Labeling System based on Large Language Models	2024	VLDB	4.2667743e-05
10,040	3dSAGER: Geospatial Entity Resolution over 3D Objects	2026	SIGMOD	4.1945683e-05

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	0.00061348205
221	Deep Entity Matching with Pre-Trained Language Models	2021	VLDB	0.00033121824
263	CrowdER: Crowdsourcing Entity Resolution	2012	VLDB	0.00029862413
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
509	On Active Learning of Record Matching Packages	2010	SIGMOD	0.00021409518
712	Magellan: Toward Building Entity Matching Management Systems	2016	VLDB	0.00017732426
754	Distributed Representations of Tuples for Entity Resolution	2018	VLDB	0.00017117211
2,038	The return of JedAI: End-to-End Entity Resolution for Structured and Semi-Structured Data	2018	VLDB	9.7098952e-05
2,767	A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching	2020	SIGMOD	8.1513883e-05
3,118	Scaling Up Crowd-Sourcing to Very Large Datasets: A Case for Active Learning	2015	VLDB	7.5379338e-05
3,977	BLAST: a Loosely Schema-aware Meta-blocking Approach for Entity Resolution	2016	VLDB	6.5736268e-05
4,126	Waldo: An Adaptive Human Interface for Crowd Entity Resolution	2017	SIGMOD	6.4314729e-05
4,974	Supervised Meta-blocking	2014	VLDB	5.7903293e-05
5,228	Schema-agnostic vs Schema-based Configurations for Blocking Methods on Homogeneous Data	2016	VLDB	5.6158315e-05
7,450	SystemER: A Human-in-the-loop System for Explainable Entity Resolution	2019	VLDB	4.7265276e-05
8,585	Robust Entity Resolution using Random Graphs	2018	SIGMOD	4.4905755e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
300	Deep Learning for Entity Matching: A Design Space Exploration	2018	SIGMOD	0.00028441466
1,914	Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks	2020	SIGMOD	0.00010109102
6,569	Domain Adaptation for Deep Entity Resolution	2022	SIGMOD	5.0065379e-05
11,047	Blocker and Matcher Can Mutually Benefit: A Co-Learning Framework for Low-Resource Entity Resolution	2024	VLDB	4.1945683e-05
8,908	Deep Active Alignment of Knowledge Graph Entities and Schemata	2023	SIGMOD	4.427232e-05
7,052	Pre-trained Embeddings for Entity Resolution: An Experimental Analysis	2023	VLDB	4.8497453e-05
2,767	A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching	2020	SIGMOD	8.1513883e-05
9,460	The Battleship Approach to the Low Resource Entity Matching Problem	2023	SIGMOD	4.3366491e-05
754	Distributed Representations of Tuples for Entity Resolution	2018	VLDB	0.00017117211
3,640	Deep Learning for Blocking in Entity Matching: A Design Space Exploration	2021	VLDB	6.8891671e-05