Progressive Entity Matching: A Design Space Exploration

Summary: Progressive Entity Matching frames ER as pay-as-you-go, with four steps: filtering, weighting, scheduling, matching. A design-space taxonomy unifies existing and novel techniques, yielding high-performing progressive ER strategies across RL/Dedup datasets. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 7058
Venue: SIGMOD
Year: 2025
Pagerank: 4.269353e-05
Overall Rank: 9,855 | 31.45%
DOI: 10.1145/3709715

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
10,617	Deduplicated Sampling On-Demand	2025	VLDB	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
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
814	Entity Resolution: Theory, Practice & Open Challenges	2012	VLDB	0.00016370594
936	Framework for Evaluating Clustering Algorithms in Duplicate Detection	2009	VLDB	0.0001521549
1,841	Crowdsourcing Algorithms for Entity Resolution	2014	VLDB	0.00010348858
2,514	Comparative Analysis of Approximate Blocking Techniques for Entity Resolution	2016	VLDB	8.6139012e-05
2,767	A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching	2020	SIGMOD	8.1513883e-05
3,640	Deep Learning for Blocking in Entity Matching: A Design Space Exploration	2021	VLDB	6.8891671e-05
4,212	Unicorn: A Unified Multi-tasking Model for Supporting Matching Tasks in Data Integration	2023	SIGMOD	6.3555142e-05
4,989	BEER: Blocking for Effective Entity Resolution	2021	SIGMOD	5.7827362e-05
5,282	Deep Indexed Active Learning for Matching Heterogeneous Entity Representations	2022	VLDB	5.5864206e-05
7,052	Pre-trained Embeddings for Entity Resolution: An Experimental Analysis	2023	VLDB	4.8497453e-05
8,008	Entity Resolution On-Demand	2022	VLDB	4.6067684e-05
8,099	Sparkly: A Simple yet Surprisingly Strong TF/IDF Blocker for Entity Matching	2023	VLDB	4.5859317e-05
9,460	The Battleship Approach to the Low Resource Entity Matching Problem	2023	SIGMOD	4.3366491e-05
9,461	BrewER: Entity Resolution On-Demand	2023	VLDB	4.3366491e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
10,624	Evaluating Methods for Efficient Entity Count Estimation	2025	VLDB	4.1945683e-05
6,754	Modeling Entity Evolution for Temporal Record Matching	2014	SIGMOD	4.9384574e-05
9,020	Entity Matching in the Wild: A Consistent and Versatile Framework to Unify Data in Industrial Applications	2020	SIGMOD	4.4079449e-05
319	Evaluation of entity resolution approaches on real-world match problems	2010	VLDB	0.00027781866
4,104	Online Entity Resolution Using an Oracle	2016	VLDB	6.4493809e-05
2,514	Comparative Analysis of Approximate Blocking Techniques for Entity Resolution	2016	VLDB	8.6139012e-05
3,532	Entity Resolution with Evolving Rules	2010	VLDB	7.0020216e-05
1,345	Entity Matching: How Similar Is Similar	2011	VLDB	0.00012468408
2,722	Progressive Approach to Relational Entity Resolution	2014	VLDB	8.2338356e-05
1,410	Entity Resolution with Iterative Blocking	2009	SIGMOD	0.00012127555